2025-07-11 05:16:14.410629
2025-07-11 05:16:17,559 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-07-11 05:16:21,939 - ERROR - $HYPE-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:21,985 - ERROR - $HYPE-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:22,028 - ERROR - $HYPE-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:22,344 - ERROR - $SUI-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:22,387 - ERROR - $SUI-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:22,434 - ERROR - $SUI-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:27,579 - ERROR - $PEPE-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:27,632 - ERROR - $PEPE-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:27,673 - ERROR - $PEPE-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:27,984 - ERROR - $UNI-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:28,067 - ERROR - $UNI-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:28,115 - ERROR - $UNI-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:28,426 - ERROR - $PI-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:28,470 - ERROR - $PI-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:28,516 - ERROR - $PI-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:28,817 - ERROR - $TAO-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:28,866 - ERROR - $TAO-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:28,908 - ERROR - $TAO-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:29,224 - ERROR - $APT-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:29,268 - ERROR - $APT-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:29,310 - ERROR - $APT-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:32,195 - ERROR - $MNT-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:32,241 - ERROR - $MNT-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:32,282 - ERROR - $MNT-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:34,163 - ERROR - $POL-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:34,206 - ERROR - $POL-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:34,247 - ERROR - $POL-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:39,279 - ERROR - $SPX-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:39,320 - ERROR - $SPX-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:39,361 - ERROR - $SPX-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:40,396 - ERROR - $PENGU-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:40,448 - ERROR - $PENGU-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:40,491 - ERROR - $PENGU-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:43,785 - ERROR - $STX-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:43,831 - ERROR - $STX-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:43,875 - ERROR - $STX-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:44,207 - ERROR - $S-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:44,250 - ERROR - $S-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:44,296 - ERROR - $S-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:46,183 - ERROR - $GRT-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:46,227 - ERROR - $GRT-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:46,271 - ERROR - $GRT-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:46,957 - ERROR - $IMX-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:47,006 - ERROR - $IMX-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:47,055 - ERROR - $IMX-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:49,789 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-07-11 05:16:50,811 - ERROR - $A-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:50,855 - ERROR - $A-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:50,896 - ERROR - $A-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:53,407 - ERROR - $OUSG-USD: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:16:53,448 - ERROR - $OUSG-USD: possibly delisted; no price data found  (period=5d)
2025-07-11 05:16:53,491 - ERROR - $OUSG-USD: possibly delisted; no price data found  (period=1d)
2025-07-11 05:16:55,595 - ERROR - $USTB-USD: possibly delisted; no timezone found
2025-07-11 05:16:58,757 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
2025-07-11 05:17:01,908 - ERROR - $CGETH.HASHKEY-USD: possibly delisted; no timezone found
✓ 96 updated, 4 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-07-11 05:17:47,370 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2025-07-10 -> 2025-07-11)
2025-07-11 05:17:47,438 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (period=5d)
2025-07-11 05:17:47,505 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (period=1d)
✓ 22 updated, 0 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,375,608
Successful downloads: 217
Failed downloads: 4
Date range: 1927-12-30 to 2025-07-11

Summary by Asset Type:
--------------------------------------------------
Crypto: 98 instruments, 2014-09-17 to 2025-07-11
Futures: 29 instruments, 1997-10-29 to 2025-07-11
Stock: 82 instruments, 1962-01-02 to 2025-07-11
Currency: 8 instruments, 1971-01-04 to 2025-07-11
Indices: 22 instruments, 1927-12-30 to 2025-07-11

Sample Latest Prices (Close field contains current market price for today):
----------------------------------------------------------------------
Crypto:
  BTC-USD: $116622.46
  ETH-USD: $2964.026
  SOL-USD: $164.51366
Futures:
  ES=F: $6309.0
  GC=F: $3345.7
  CL=F: $66.82
Stock:
  AAPL: $212.41
  MSFT: $501.48
  TSLA: $309.87
Currency:
  EURUSD=X: 1.1680878
  USDJPY=X: 147.05
  DX-Y.NYB: 97.783
Indices:
  ^GSPC: $6280.46
  ^DJI: $44650.64
  ^IXIC: $20630.664
================================================================================

Master data loaded successfully with 1,375,608 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.

Bitcoin latest close price: $116622.46 (Date: 2025-07-11)

Crypto data for today (2025-07-11): 0 records
⚠️  No crypto data found for today - this might indicate a data retrieval issue
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,375,608 rows and 239 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 98 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 82 instruments

Processing 98 crypto instruments...
  Progress: 25/98 crypto instruments processed
  Progress: 50/98 crypto instruments processed
  Progress: 75/98 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 82 stock instruments...
  Progress: 25/82 stock instruments processed
  Progress: 50/82 stock instruments processed
  Progress: 75/82 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 231/239 instruments analyzed successfully

======================================================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    FTN-USD      0.9875   750     132.9 $4.46          🟢UNDER      -13.4    +0.3    +0.6    +1.0    +1.0    +1.0   +26.6
2    PAXG-USD     0.9564   750      36.1 $3.3K          🟡FAIR         0.8    +0.5    -0.0    +1.7    +0.4    +0.4   +26.9
3    TRX-USD      0.9523   1000     89.4 $0.294556      🟡FAIR         4.2    +1.0    +2.5    +6.4    +5.3    +5.3   +15.9
4    APT-USD      0.9384   500     -83.6 $0.000131      🔴OVER        42.0    +0.0    +0.0    +0.0    +0.0    +0.0   -38.4
5    WBT-USD      0.9363   750     210.2 $46.68         🔴OVER        22.6    +0.2    +3.8    -0.3    +5.2    +5.2   +89.8
6    BTC-USD      0.9359   1000    103.3 $116.6K        🟡FAIR        -5.4    +2.5    +6.8    +7.6    +8.8    +8.8   +24.8
7    WAL-USD      0.9266   1000    -95.6 $0.000088      🔴OVER       225.2    +0.0    +0.0    +0.0    +0.0    +0.0   +15.3
8    SAROS-USD    0.9142   365   53216.3 $0.240215      🟢UNDER      -16.9    +2.8    +6.1    +7.4    +9.3    +9.3 +1489.0
9    POL-USD      0.9119   500     -63.9 $0.008241      🟡FAIR         7.3    +0.0    +0.0    +0.0    +0.0    +0.0    +0.0
10   BGB-USD      0.8901   1000    247.7 $4.58          🟡FAIR        -8.1    +2.6    +2.5    -1.0    +0.9    +0.9   -23.2
11   GT-USD       0.8884   750     165.8 $16.31         🟢UNDER      -28.9    -0.6    +6.9    +3.5    +6.1    +6.1    -2.3
12   LEO-USD      0.8864   750      73.5 $9.02          🟢UNDER      -13.5    -0.3    -0.1    -0.9    -0.3    -0.3    -0.4
13   BCH-USD      0.8631   120     421.3 $519.82        🟡FAIR         2.7    +1.9    +5.7    +3.2    +2.7    +2.7   +19.8
14   STX-USD      0.8532   365     -77.1 $0.002834      🔴OVER        24.0    +0.0    +0.0    +0.0    +0.0    +0.0   -20.5
15   JLP-USD      0.8410   500      61.0 $4.74          🟡FAIR        -2.2    +1.8    +5.0    +5.1    +4.8    +4.8   +13.5

📊 DISPLAYING 15 CRYPTO TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9875, Window = 750 days) | Price: $4.46 | Date: 2025-07-11 | Daily: +0.3% | MTD: +1.0% | QTD: +1.0% | YTD: +26.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.46 ($4.61,+3% - $5.76,+29%)
   +30d (1m): $5.52,+23.8% ($4.94,+11% - $6.17,+38%)
   +60d (2m): $5.92,+32.7% ($5.30,+19% - $6.62,+48%)
   +90d (3m): $6.35,+42.2% ($5.68,+27% - $7.09,+59%)
   +180d (6m): $7.82,+75.2% ($6.99,+57% - $8.74,+96%)
   +365d (1y): $12.00,+168.8% ($10.73,+140% - $13.42,+201%)
   +EOY (173d): $7.69,+72.3% ($6.88,+54% - $8.60,+93%)
   End-of-year outlook: 📈 Bullish Trend (+72.3%)
   Confidence: 98.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: $7.69 (+72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.41%
Rounded target for matching: 0%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      6.03%      3.76%      5.17%       -0.21%        7.73%     -4.63%      9.44%
 14 days        9       88.9%      6.15%      5.02%      4.11%        1.86%        8.18%     -2.14%      9.85%
 30 days        9      100.0%      9.64%     12.24%      5.31%        8.17%       16.32%      8.47%     23.48%
 90 days        9      100.0%     30.89%     30.14%      4.26%       26.86%       33.41%     23.49%     35.90%
180 days        9      100.0%     62.39%     61.16%      5.39%       57.02%       65.31%     46.43%     65.45%
365 days        9      100.0%    139.46%    138.35%     16.56%      125.62%      151.08%    116.23%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.25%
Rounded target for matching: 10%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       89.3%      1.33%      1.73%      2.49%        0.77%        2.70%     -6.46%      7.38%
 14 days       28       96.4%      2.33%      3.43%      2.71%        2.38%        4.48%     -1.47%      9.84%
 30 days       28       96.4%      4.01%      7.42%      6.60%        4.86%        9.98%     -1.26%     24.09%
 90 days       12      100.0%     36.34%     35.10%     12.87%       26.93%       43.28%      9.87%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9564, Window = 750 days) | Price: $3.3K | Date: 2025-07-11 | Daily: +0.5% | MTD: +0.4% | QTD: +0.4% | YTD: +26.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.1K,-8% - $3.6K,+7%)
   +30d (1m): $3.4K,+1.7% ($3.1K,-6% - $3.7K,+10%)
   +60d (2m): $3.5K,+4.3% ($3.2K,-3% - $3.8K,+13%)
   +90d (3m): $3.6K,+7.0% ($3.3K,-1% - $3.9K,+16%)
   +180d (6m): $3.8K,+15.4% ($3.6K,+7% - $4.2K,+25%)
   +365d (1y): $4.5K,+35.0% ($4.2K,+25% - $4.9K,+46%)
   +EOY (173d): $3.8K,+14.8% ($3.5K,+6% - $4.1K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+14.8%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 26 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 173 days | EOY Target: $3.8K (+14.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.90%
Rounded target for matching: 1%
Similar historical periods found: 123
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       55.3%      0.39%      0.71%      2.29%        0.30%        1.12%     -3.81%      8.20%
 14 days      123       53.7%      0.39%      0.88%      3.23%        0.31%        1.46%     -4.77%     15.20%
 30 days      123       48.8%     -0.11%      1.33%      4.76%        0.48%        2.18%     -8.59%     13.65%
 90 days      118       72.0%      3.11%      4.25%      7.66%        2.85%        5.65%    -13.46%     21.47%
180 days      114       70.2%      4.66%      6.77%     10.02%        4.92%        8.63%    -16.17%     26.67%
365 days      106       72.6%      9.51%     12.79%     16.14%        9.68%       15.90%     -9.11%     50.49%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.81%
Rounded target for matching: 3%
Similar historical periods found: 87
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       87       60.9%      0.52%      0.57%      2.00%        0.15%        1.00%     -3.92%      7.90%
 14 days       87       50.6%      0.09%      0.73%      2.91%        0.11%        1.35%     -4.11%     13.71%
 30 days       87       70.1%      2.09%      2.44%      3.97%        1.59%        3.28%     -4.82%     12.18%
 90 days       87       74.7%      7.42%      6.45%      7.12%        4.93%        7.97%     -9.93%     19.10%
180 days       85       69.4%      3.81%      6.52%     11.56%        4.02%        9.01%    -13.45%     31.40%
365 days       74       71.6%      3.76%     10.68%     15.51%        7.09%       14.27%     -8.08%     45.76%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9523, Window = 1000 days) | Price: $0.294556 | Date: 2025-07-11 | Daily: +1.0% | MTD: +5.3% | QTD: +5.3% | YTD: +15.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.294556 ($0.226395,-23% - $0.353051,+20%)
   +30d (1m): $0.297949,+1.2% ($0.238583,-19% - $0.372087,+26%)
   +60d (2m): $0.314001,+6.6% ($0.251426,-15% - $0.392151,+33%)
   +90d (3m): $0.330919,+12.3% ($0.264960,-10% - $0.413297,+40%)
   +180d (6m): $0.387338,+31.5% ($0.310087,+5% - $0.483835,+64%)
   +365d (1y): $0.535336,+81.7% ($0.428406,+45% - $0.668956,+127%)
   +EOY (173d): $0.382624,+29.9% ($0.306317,+4% - $0.477941,+62%)
   End-of-year outlook: 📈 Bullish Trend (+29.9%)
   Confidence: 95.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈20%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.382624 (+29.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.25%
Rounded target for matching: 10%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       55.3%      0.45%      0.38%      9.99%       -2.91%        3.66%    -50.86%     17.38%
 14 days       38       86.8%      5.97%      5.14%      9.99%        1.86%        8.42%    -34.79%     22.67%
 30 days       38       73.7%      6.47%      9.46%     14.12%        4.82%       14.10%    -32.94%     42.70%
 90 days       35       82.9%     19.01%     24.56%     37.85%       11.56%       37.56%    -32.76%    133.98%
180 days       35       88.6%     46.84%     45.01%     40.68%       31.04%       58.99%    -37.25%    138.03%
365 days       29       79.3%     90.21%     95.00%    100.90%       56.62%      133.38%    -38.25%    497.27%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 19.70%
Rounded target for matching: 20%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       61.3%      0.76%     -0.79%      7.81%       -3.65%        2.08%    -28.76%     23.44%
 14 days       31       58.1%      0.98%     -2.82%     12.49%       -7.40%        1.76%    -42.77%     25.78%
 30 days       31       58.1%      2.63%      2.92%     18.41%       -3.84%        9.67%    -38.36%     36.97%
 90 days       30       66.7%      8.99%      6.29%     30.89%       -5.24%       17.83%    -57.59%     69.35%
180 days       28       71.4%     29.89%     31.84%     86.62%       -1.75%       65.43%    -75.05%    436.60%
365 days       23       69.6%     77.43%     71.32%     92.33%       31.39%      111.25%    -50.28%    339.55%


========================================================================================================================

Chart 4: APT-USD (R² = 0.9384, Window = 500 days) | Price: $0.000131 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000064,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.3% ($0.000055,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.7% ($0.000048,-64% - $0.000099,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (173d): $0.000039,-70.1% ($0.000027,-79% - $0.000056,-57%)
   End-of-year outlook: 📉 Bearish Trend (-70.1%)
   Confidence: 93.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000039 (-70.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -4.30%
Rounded target for matching: -4%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       15.4%     -1.47%      0.14%     14.59%       -5.75%        6.04%    -30.96%     42.54%
 14 days       26       15.4%     -2.92%     -6.49%      9.77%      -10.43%       -2.54%    -45.33%      2.24%
 30 days       26       34.6%     -2.19%     -2.88%     20.94%      -11.33%        5.58%    -50.07%     39.42%
 90 days       14       28.6%    -37.56%     83.36%    327.51%     -105.74%      272.46%    -64.55%   1245.64%
180 days       13       30.8%    -64.01%    125.80%    294.08%      -51.91%      303.51%    -88.19%    616.11%
365 days       12       33.3%    -81.08%     -1.43%    106.74%      -69.25%       66.39%    -95.77%    153.16%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.67%
Rounded target for matching: -6%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%      0.00%     -1.80%     20.37%      -12.65%        9.05%    -66.34%     42.54%
 14 days       16        6.2%     -2.22%     -9.96%     18.55%      -19.84%       -0.08%    -78.25%      2.24%
 30 days       16        6.2%     -2.96%     -6.97%     29.91%      -22.90%        8.97%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: WBT-USD (R² = 0.9363, Window = 750 days) | Price: $46.68 | Date: 2025-07-11 | Daily: +0.2% | MTD: +5.2% | QTD: +5.2% | YTD: +89.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.68 ($26.97,-42% - $53.75,+15%)
   +30d (1m): $41.79,-10.5% ($29.60,-37% - $59.00,+26%)
   +60d (2m): $45.86,-1.8% ($32.48,-30% - $64.76,+39%)
   +90d (3m): $50.33,+7.8% ($35.64,-24% - $71.08,+52%)
   +180d (6m): $66.54,+42.5% ($47.09,+1% - $94.01,+101%)
   +365d (1y): $118.10,+153.0% ($83.49,+79% - $167.05,+258%)
   +EOY (173d): $65.11,+39.5% ($46.08,-1% - $91.98,+97%)
   End-of-year outlook: 📈 Bullish Trend (+39.5%)
   Confidence: 93.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈68%)
   📅 Days until EOY 2025: 173 days | EOY Target: $65.11 (+39.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: BTC-USD (R² = 0.9359, Window = 1000 days) | Price: $116.6K | Date: 2025-07-11 | Daily: +2.5% | MTD: +8.8% | QTD: +8.8% | YTD: +24.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $116.6K ($92.3K,-21% - $164.5K,+41%)
   +30d (1m): $130.6K,+12.0% ($97.9K,-16% - $174.4K,+50%)
   +60d (2m): $138.5K,+18.8% ($103.7K,-11% - $184.9K,+59%)
   +90d (3m): $146.8K,+25.9% ($110.0K,-6% - $196.0K,+68%)
   +180d (6m): $174.9K,+49.9% ($131.0K,+12% - $233.5K,+100%)
   +365d (1y): $250.6K,+114.8% ($187.6K,+61% - $334.7K,+187%)
   +EOY (173d): $172.5K,+47.9% ($129.2K,+11% - $230.3K,+98%)
   End-of-year outlook: 📈 Bullish Trend (+47.9%)
   Confidence: 93.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈37%)
   📅 Days until EOY 2025: 173 days | EOY Target: $172.5K (+47.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 12.14%
Rounded target for matching: 12%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       56.9%      1.13%      2.09%      8.47%       -0.14%        4.31%    -21.07%     26.64%
 14 days       58       56.9%      2.47%      4.83%     14.14%        1.11%        8.55%    -22.17%     54.56%
 30 days       58       63.8%      4.92%     10.28%     22.52%        4.36%       16.20%    -26.50%     84.85%
 90 days       53       64.2%     33.73%     41.56%     82.70%       18.76%       64.35%    -55.85%    420.08%
180 days       53       69.8%     40.18%     81.71%    135.09%       44.48%      118.95%    -58.03%    457.43%
365 days       46       78.3%    110.44%    299.77%    596.49%      122.63%      476.90%    -65.05%   2384.04%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 36.74%
Rounded target for matching: 37%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -0.01%      1.00%      7.37%       -2.55%        4.55%    -13.26%     17.13%
 14 days       19       47.4%     -2.83%      2.91%     11.58%       -2.67%        8.49%    -14.98%     25.11%
 30 days       19       42.1%     -5.22%      6.02%     29.60%       -8.25%       20.29%    -33.60%     69.62%
 90 days       19       63.2%      3.59%     32.62%     89.55%      -10.54%       75.78%    -39.22%    355.37%
180 days       19       57.9%     22.92%     63.69%    128.94%        1.54%      125.84%    -54.94%    368.63%
365 days       19       68.4%     63.91%    161.89%    269.94%       31.79%      292.00%    -74.63%    896.06%


========================================================================================================================

Chart 7: WAL-USD (R² = 0.9266, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (173d): $0.000006,-93.0% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.0%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000006 (-93.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 8: SAROS-USD (R² = 0.9142, Window = 365 days) | Price: $0.240215 | Date: 2025-07-11 | Daily: +2.8% | MTD: +9.3% | QTD: +9.3% | YTD: +1489.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.240215 ($0.096435,-60% - $0.866994,+261%)
   +30d (1m): $0.484451,+101.7% ($0.161314,-33% - $1.45,+506%)
   +60d (2m): $0.811663,+237.9% ($0.269777,+12% - $2.44,+917%)
   +90d (3m): $1.36,+466.1% ($0.451063,+88% - $4.10,+1607%)
   +180d (6m): $6.40,+2562.4% ($2.11,+776% - $19.43,+7988%)
   +365d (1y): $154.16,+64077.8% ($49.64,+20566% - $478.76,+199206%)
   +EOY (173d): $5.67,+2260.4% ($1.87,+678% - $17.21,+7066%)
   End-of-year outlook: 📈 Bullish Trend (+2260.4%)
   Confidence: 91.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $5.67 (+2260.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: POL-USD (R² = 0.9119, Window = 500 days) | Price: $0.008241 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.005999,-27% - $0.009832,+19%)
   +30d (1m): $0.007063,-14.3% ($0.005516,-33% - $0.009044,+10%)
   +60d (2m): $0.006496,-21.2% ($0.005072,-38% - $0.008319,+1%)
   +90d (3m): $0.005974,-27.5% ($0.004664,-43% - $0.007653,-7%)
   +180d (6m): $0.004647,-43.6% ($0.003625,-56% - $0.005957,-28%)
   +365d (1y): $0.002773,-66.4% ($0.002158,-74% - $0.003563,-57%)
   +EOY (173d): $0.004739,-42.5% ($0.003696,-55% - $0.006075,-26%)
   End-of-year outlook: 📉 Bearish Trend (-42.5%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-21%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.004739 (-42.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.97%
Rounded target for matching: -1%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -3.80%     -3.04%     12.16%       -8.90%        2.82%    -29.35%     24.47%
 14 days       19       42.1%     -9.34%     -2.67%     17.41%      -11.07%        5.72%    -27.20%     38.17%
 30 days       19       31.6%    -13.24%     13.77%     62.11%      -16.16%       43.71%    -38.43%    168.04%
 90 days       18       22.2%    -20.56%    186.28%    429.73%      -27.42%      399.98%    -64.27%   1253.26%
180 days       14       28.6%    -41.03%    497.99%    875.23%       -7.35%     1003.34%    -83.91%   1958.84%
365 days        8       50.0%    305.31%    448.19%    565.35%      -24.45%      920.83%    -90.88%   1281.17%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.62%
Rounded target for matching: -21%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       40.0%     -4.50%     -4.60%     10.54%      -10.44%        1.24%    -29.35%     11.92%
 14 days       15       26.7%     -6.59%     -6.36%      8.58%      -11.11%       -1.61%    -22.44%      9.57%
 30 days       15        6.7%    -16.61%    -14.84%      9.59%      -20.16%       -9.53%    -33.99%      0.91%
 90 days       12       25.0%    -26.81%    -17.21%     43.11%      -44.60%       10.19%    -54.41%    108.55%
180 days        8       12.5%    -59.19%    291.13%    932.11%     -488.14%     1070.39%    -78.36%   2756.90%
365 days        7       14.3%    -85.49%     82.21%    397.60%     -285.51%      449.93%    -89.94%   1055.87%


========================================================================================================================

Chart 10: BGB-USD (R² = 0.8901, Window = 1000 days) | Price: $4.58 | Date: 2025-07-11 | Daily: +2.6% | MTD: +0.9% | QTD: +0.9% | YTD: -23.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.58 ($2.52,-45% - $9.85,+115%)
   +30d (1m): $5.52,+20.6% ($2.80,-39% - $10.91,+138%)
   +60d (2m): $6.12,+33.6% ($3.10,-32% - $12.09,+164%)
   +90d (3m): $6.78,+48.0% ($3.43,-25% - $13.40,+192%)
   +180d (6m): $9.22,+101.2% ($4.66,+2% - $18.22,+298%)
   +365d (1y): $17.33,+278.4% ($8.76,+91% - $34.31,+649%)
   +EOY (173d): $9.00,+96.5% ($4.55,-1% - $17.79,+288%)
   End-of-year outlook: 📈 Bullish Trend (+96.5%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 173 days | EOY Target: $9.00 (+96.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.99%
Rounded target for matching: -4%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       73.1%      3.77%      3.40%      8.96%       -0.22%        7.02%    -25.20%     26.75%
 14 days       26       65.4%      3.96%      4.75%      9.85%        0.77%        8.73%    -16.94%     28.60%
 30 days       26       57.7%      1.75%      9.74%     22.01%        0.85%       18.63%    -14.75%     95.81%
 90 days       26       76.9%     45.16%     51.64%     58.15%       28.15%       75.12%    -21.05%    229.36%
180 days       26      100.0%    155.91%    146.76%     94.40%      108.63%      184.89%      0.14%    376.71%
365 days       24      100.0%    172.45%    173.53%     54.21%      150.64%      196.42%     91.41%    376.53%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.66%
Rounded target for matching: 4%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       70.6%      2.48%      1.55%      5.02%       -1.03%        4.13%     -8.62%     10.77%
 14 days       17       82.4%      7.61%      7.90%     10.50%        2.50%       13.29%    -13.03%     28.95%
 30 days       17       94.1%     13.10%     33.11%     37.37%       13.90%       52.32%     -5.63%    101.16%
 90 days       17      100.0%     80.64%    145.00%    169.43%       57.88%      232.11%      2.05%    526.60%
180 days       17      100.0%    141.87%    160.80%     76.03%      121.71%      199.89%     36.65%    326.74%
365 days       14      100.0%    171.80%    172.74%     29.42%      155.75%      189.72%     99.76%    222.28%


========================================================================================================================

Chart 11: GT-USD (R² = 0.8884, Window = 750 days) | Price: $16.31 | Date: 2025-07-11 | Daily: -0.6% | MTD: +6.1% | QTD: +6.1% | YTD: -2.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.31 ($15.31,-6% - $34.39,+111%)
   +30d (1m): $24.87,+52.5% ($16.59,+2% - $37.27,+129%)
   +60d (2m): $26.95,+65.3% ($17.98,+10% - $40.39,+148%)
   +90d (3m): $29.20,+79.1% ($19.48,+19% - $43.78,+169%)
   +180d (6m): $37.16,+127.9% ($24.77,+52% - $55.75,+242%)
   +365d (1y): $61.00,+274.1% ($40.61,+149% - $91.63,+462%)
   +EOY (173d): $36.47,+123.7% ($24.32,+49% - $54.71,+236%)
   End-of-year outlook: 📈 Bullish Trend (+123.7%)
   Confidence: 88.8% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $36.47 (+123.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -16.04%
Rounded target for matching: -16%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       42.4%     -2.02%     -2.32%      8.43%       -5.31%        0.67%    -31.98%     13.93%
 14 days       33       45.5%     -2.06%     -3.36%     13.34%       -8.09%        1.37%    -33.35%     35.98%
 30 days       33       45.5%     -2.30%     -3.29%     18.87%       -9.98%        3.40%    -38.28%     53.51%
 90 days       32       50.0%     -1.61%      9.34%     32.94%       -2.54%       21.21%    -28.43%    109.01%
180 days       32       68.8%     25.50%    124.98%    447.62%      -36.41%      286.37%    -33.59%   2549.13%
365 days       32       62.5%     12.57%    169.91%    348.74%       44.17%      295.64%    -25.20%   1592.07%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.49%
Rounded target for matching: -28%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       84.6%      7.83%     10.78%     13.58%        2.58%       18.99%     -4.94%     48.91%
 14 days       13       92.3%      6.51%     16.17%     17.35%        5.69%       26.65%     -5.38%     47.79%
 30 days       13       92.3%     17.34%     19.37%     13.74%       11.06%       27.67%     -6.32%     40.33%
 90 days       13       69.2%      4.44%     14.92%     22.93%        1.06%       28.78%     -8.55%     69.95%
180 days       13       69.2%     21.75%     27.26%     34.82%        6.22%       48.30%     -9.47%    103.73%
365 days       13       76.9%     34.92%    291.67%    613.82%      -79.26%      662.60%     -8.89%   1978.18%


========================================================================================================================

Chart 12: LEO-USD (R² = 0.8864, Window = 750 days) | Price: $9.02 | Date: 2025-07-11 | Daily: -0.3% | MTD: -0.3% | QTD: -0.3% | YTD: -0.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.02 ($8.28,-8% - $13.13,+46%)
   +30d (1m): $10.91,+21.0% ($8.66,-4% - $13.73,+52%)
   +60d (2m): $11.41,+26.6% ($9.06,+1% - $14.37,+59%)
   +90d (3m): $11.94,+32.4% ($9.48,+5% - $15.04,+67%)
   +180d (6m): $13.68,+51.7% ($10.86,+20% - $17.23,+91%)
   +365d (1y): $18.09,+100.6% ($14.35,+59% - $22.81,+153%)
   +EOY (173d): $13.54,+50.1% ($10.75,+19% - $17.05,+89%)
   End-of-year outlook: 📈 Bullish Trend (+50.1%)
   Confidence: 88.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 173 days | EOY Target: $13.54 (+50.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.13%
Rounded target for matching: 3%
Similar historical periods found: 104
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      104       46.2%     -0.16%      0.17%      5.33%       -0.87%        1.21%     -9.22%     39.24%
 14 days      104       54.8%      0.44%      1.95%      9.22%        0.16%        3.74%    -12.76%     52.03%
 30 days      104       57.7%      0.77%      5.92%     16.71%        2.67%        9.17%    -16.16%     53.35%
 90 days      104       67.3%      7.33%     14.99%     30.67%        9.02%       20.95%    -23.61%    158.98%
180 days       92       85.9%     39.47%     40.14%     46.54%       30.50%       49.77%    -35.53%    190.24%
365 days       88       86.4%     69.11%     85.35%     80.74%       68.25%      102.46%    -43.58%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.45%
Rounded target for matching: -3%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.15%      0.39%      4.42%       -0.89%        1.68%    -11.09%     13.35%
 14 days       48       72.9%      1.93%      1.57%      6.02%       -0.18%        3.32%    -15.18%     22.76%
 30 days       48       64.6%      2.36%      1.55%      6.48%       -0.33%        3.43%    -14.26%     20.89%
 90 days       44       86.4%      7.24%     12.00%     22.11%        5.27%       18.72%    -28.82%    103.52%
180 days       44       88.6%     54.69%     40.48%     38.21%       28.86%       52.10%    -38.49%    109.54%
365 days       31       83.9%     61.34%     60.17%     50.43%       41.67%       78.67%    -35.85%    158.76%


========================================================================================================================

Chart 13: BCH-USD (R² = 0.8631, Window = 120 days) | Price: $519.82 | Date: 2025-07-11 | Daily: +1.9% | MTD: +2.7% | QTD: +2.7% | YTD: +19.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $519.82 ($446.62,-14% - $574.15,+10%)
   +30d (1m): $579.99,+11.6% ($510.58,-2% - $658.84,+27%)
   +60d (2m): $664.29,+27.8% ($583.28,+12% - $756.55,+46%)
   +90d (3m): $760.84,+46.4% ($665.89,+28% - $869.33,+67%)
   +180d (6m): $1.1K,+119.9% ($987.31,+90% - $1.3K,+155%)
   +365d (1y): $2.6K,+407.8% ($2.2K,+322% - $3.2K,+511%)
   +EOY (173d): $1.1K,+113.1% ($957.69,+84% - $1.3K,+146%)
   End-of-year outlook: 📈 Bullish Trend (+113.1%)
   Confidence: 86.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 173 days | EOY Target: $1.1K (+113.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 30.24%
Rounded target for matching: 30%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      1.26%      5.53%     11.17%       -1.57%       12.62%     -6.15%     34.06%
 14 days       12       75.0%     18.74%     26.98%     35.75%        4.27%       49.69%    -17.30%     92.60%
 30 days       12       75.0%     19.23%     35.07%     48.68%        4.14%       66.00%    -33.15%    125.50%
 90 days        9       55.6%     10.41%     55.46%     89.11%      -13.04%      123.95%    -44.68%    189.37%
180 days        9       55.6%     25.19%     19.60%     62.67%      -28.57%       67.77%    -81.31%    100.72%
365 days        9       33.3%    -29.99%    -20.89%     42.42%      -53.50%       11.72%    -80.80%     50.11%


========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 50.71%
Rounded target for matching: 51%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      2.08%      0.63%     15.13%      -12.02%       13.28%    -29.97%     25.99%
 14 days        8       50.0%      0.02%     -2.43%     17.63%      -17.17%       12.31%    -34.13%     18.88%
 30 days        8       37.5%    -13.21%     -4.77%     34.76%      -33.83%       24.30%    -44.51%     67.59%
 90 days        8        0.0%    -33.75%    -31.67%     12.24%      -41.91%      -21.44%    -44.66%     -1.39%
180 days        8        0.0%    -33.43%    -33.24%     12.67%      -43.83%      -22.65%    -60.66%    -14.19%
365 days        7       42.9%     -4.79%    -20.08%     52.10%      -68.26%       28.11%    -91.07%     48.65%


========================================================================================================================

Chart 14: STX-USD (R² = 0.8532, Window = 365 days) | Price: $0.002834 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001612,-43% - $0.003243,+14%)
   +30d (1m): $0.002026,-28.5% ($0.001428,-50% - $0.002874,+1%)
   +60d (2m): $0.001794,-36.7% ($0.001264,-55% - $0.002547,-10%)
   +90d (3m): $0.001589,-43.9% ($0.001119,-61% - $0.002258,-20%)
   +180d (6m): $0.001105,-61.0% ($0.000776,-73% - $0.001573,-45%)
   +365d (1y): $0.000523,-81.6% ($0.000365,-87% - $0.000750,-74%)
   +EOY (173d): $0.001136,-59.9% ($0.000798,-72% - $0.001618,-43%)
   End-of-year outlook: 📉 Bearish Trend (-59.9%)
   Confidence: 85.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.001136 (-59.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 26.48%
Rounded target for matching: 26%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.73%     -4.79%     12.89%      -16.71%        7.13%    -32.48%     10.73%
 14 days        7       71.4%     10.17%      2.79%     14.42%      -10.54%       16.13%    -30.39%     15.32%
 30 days        7       42.9%     -5.84%      1.27%     27.88%      -24.51%       27.05%    -47.31%     43.59%
 90 days        7       71.4%     44.40%     46.29%     50.62%       -0.53%       93.10%    -11.05%    137.71%
180 days        7       71.4%     39.63%     40.67%     42.69%        1.19%       80.15%    -12.79%    121.53%
365 days        7       71.4%    564.81%    734.26%    770.55%       21.62%     1446.90%    -74.10%   1901.51%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.67%
Rounded target for matching: -7%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -2.07%     -2.36%      9.33%       -8.29%        3.57%    -19.79%     11.47%
 14 days       12       50.0%     -0.99%      6.61%     22.93%       -7.96%       21.18%    -20.47%     54.87%
 30 days       12       50.0%     -0.04%    975.46%   3204.79%    -1060.77%     3011.69%    -28.72%  11603.94%
 90 days       12       66.7%     46.76%     79.73%    111.74%        8.73%      150.73%    -99.33%    291.17%
180 days       12       83.3%    106.23%    298.24%    422.26%       29.95%      566.53%    -99.50%   1231.39%
365 days       11       72.7%     89.99%    358.17%    493.71%       26.49%      689.85%    -99.26%   1385.34%


========================================================================================================================

Chart 15: JLP-USD (R² = 0.8410, Window = 500 days) | Price: $4.74 | Date: 2025-07-11 | Daily: +1.8% | MTD: +4.8% | QTD: +4.8% | YTD: +13.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $4.74 ($4.12,-13% - $5.69,+20%)
   +30d (1m): $5.03,+6.3% ($4.28,-10% - $5.92,+25%)
   +60d (2m): $5.24,+10.5% ($4.45,-6% - $6.16,+30%)
   +90d (3m): $5.44,+14.9% ($4.63,-2% - $6.40,+35%)
   +180d (6m): $6.12,+29.3% ($5.20,+10% - $7.20,+52%)
   +365d (1y): $7.80,+64.6% ($6.62,+40% - $9.18,+94%)
   +EOY (173d): $6.07,+28.1% ($5.16,+9% - $7.14,+51%)
   End-of-year outlook: 📈 Bullish Trend (+28.1%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 173 days | EOY Target: $6.07 (+28.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.72%
Rounded target for matching: 7%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       58.6%      0.73%      2.00%      4.94%        0.12%        3.88%     -4.60%     13.44%
 14 days       29       75.9%      3.17%      3.57%      5.81%        1.36%        5.78%    -12.30%     14.44%
 30 days       29       96.6%      8.20%      7.83%      7.17%        5.11%       10.56%    -16.98%     19.31%
 90 days       26       76.9%     14.70%     12.04%     14.42%        6.22%       17.86%    -16.57%     30.56%
180 days       25       96.0%     29.87%     24.29%     16.39%       17.53%       31.06%     -2.09%     49.78%
365 days       12      100.0%     54.22%     58.06%      8.46%       52.69%       63.43%     47.09%     74.83%


========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.16%
Rounded target for matching: 24%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       81.8%      0.79%      2.01%      4.69%       -1.14%        5.16%     -4.83%     11.96%
 14 days       11       45.5%     -0.02%      0.48%      6.35%       -3.78%        4.75%     -8.43%     11.91%
 30 days       11       72.7%      1.81%      3.14%      5.44%       -0.52%        6.79%     -2.99%     17.01%
 90 days        9       66.7%      4.59%      1.78%      8.15%       -4.48%        8.05%    -10.35%     11.66%
180 days        8      100.0%     15.41%     24.29%     16.08%       10.85%       37.73%      5.24%     50.23%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 11 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD      64.7 0.7543      402.9 $4.02             183.7 1000    +4.1   +16.2   +16.2   -17.3
2    IMX-USD         55.2 0.7963     -100.0 $0.004143         123.3 120     +0.0    +0.0    +0.0    +0.0
3    RAY-USD         47.8 0.7650      276.6 $2.72              91.7 1000    +5.3   +27.6   +27.6   -44.4
4    SOL-USD         47.0 0.7857      204.7 $164.51            88.7 1000    +2.9    +6.3    +6.3   -13.1
5    HYPE-USD        37.9 0.8331      -97.2 $0.000005          61.0 1000    +0.0    +0.0    +0.0    +0.0
6    GT-USD          28.9 0.8884      165.8 $16.31             40.7 750     -0.6    +6.1    +6.1    -2.3
7    BNB-USD         19.8 0.7538       87.9 $689.09            24.7 750     +2.1    +4.9    +4.9    -1.7
8    XRP-USD         18.1 0.7229      372.2 $2.56              22.1 500     +2.5   +14.4   +14.4   +23.1
9    SAROS-USD       16.9 0.9142    53216.3 $0.240215          20.4 365     +2.8    +9.3    +9.3 +1489.0
10   LEO-USD         13.5 0.8864       73.5 $9.02              15.6 750     -0.3    -0.3    -0.3    -0.4
11   FTN-USD         13.4 0.9875      132.9 $4.46              15.4 750     +0.3    +1.0    +1.0   +26.6

📊 DISPLAYING 11 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 64.7%, Window = 1000 days) | Price: $4.02 | Date: 2025-07-11 | Daily: +4.1% | MTD: +16.2% | QTD: +16.2% | YTD: -17.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.02 ($2.72,-32% - $47.78,+1090%)
   +30d (1m): $13.01,+223.9% ($3.10,-23% - $54.58,+1259%)
   +60d (2m): $14.86,+269.9% ($3.54,-12% - $62.34,+1452%)
   +90d (3m): $16.97,+322.4% ($4.04,+1% - $71.21,+1673%)
   +180d (6m): $25.27,+529.1% ($6.01,+50% - $106.16,+2543%)
   +365d (1y): $57.29,+1326.4% ($13.60,+239% - $241.29,+5908%)
   +EOY (173d): $24.50,+509.9% ($5.83,+45% - $102.91,+2462%)
   End-of-year outlook: 📈 Bullish Trend (+509.9%)
   Confidence: 75.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 173 days | EOY Target: $24.50 (+509.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 1.92%
Rounded target for matching: 2%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       54.5%      0.61%     -1.79%     14.11%      -11.27%        7.68%    -30.59%     18.05%
 14 days       11       45.5%     -9.23%     -6.12%     27.65%      -24.70%       12.46%    -39.69%     42.27%
 30 days       11       36.4%    -30.93%     10.18%     65.86%      -34.07%       54.42%    -64.56%    116.30%
 90 days       11       45.5%    -12.89%     28.11%    102.65%      -40.85%       97.08%    -62.02%    268.05%
180 days       11       63.6%    144.36%    178.13%    245.38%       13.28%      342.98%    -90.06%    713.73%
365 days        9       77.8%    339.27%    622.58%    557.99%      193.67%     1051.49%    -89.08%   1493.76%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.13%
Rounded target for matching: 16%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       28.6%     -3.53%     -1.86%      6.24%       -7.63%        3.90%    -11.56%      9.10%
 14 days        7       42.9%     -0.38%      5.89%     14.58%       -7.59%       19.38%    -14.67%     29.84%
 30 days        7       85.7%      9.86%      4.74%     12.41%       -6.74%       16.22%    -23.63%     16.69%
 90 days        7       57.1%      5.49%     25.55%     43.50%      -14.69%       65.79%    -24.01%     95.39%
180 days        7       71.4%    456.80%    461.75%    358.55%      130.14%      793.35%    -33.94%    949.83%
365 days        5      100.0%   1064.65%    844.21%    360.85%      396.15%     1292.27%    364.52%   1178.79%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 55.2%, Window = 120 days) | Price: $0.004143 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.004078,-2% - $0.020981,+406%)
   +30d (1m): $0.004607,+11.2% ($0.002007,-52% - $0.010579,+155%)
   +60d (2m): $0.002295,-44.6% ($0.000983,-76% - $0.005359,+29%)
   +90d (3m): $0.001143,-72.4% ($0.000479,-88% - $0.002727,-34%)
   +180d (6m): $0.000141,-96.6% ($0.000054,-99% - $0.000367,-91%)
   +365d (1y): $0.000002,-100.0% ($0.000001,-100% - $0.000006,-100%)
   +EOY (173d): $0.000166,-96.0% ($0.000064,-98% - $0.000429,-90%)
   End-of-year outlook: 📉 Bearish Trend (-96.0%)
   Confidence: 79.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000166 (-96.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: RAY-USD (Undervalued by 47.8%, Window = 1000 days) | Price: $2.72 | Date: 2025-07-11 | Daily: +5.3% | MTD: +27.6% | QTD: +27.6% | YTD: -44.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $2.72 ($1.66,-39% - $16.33,+501%)
   +30d (1m): $5.81,+113.8% ($1.85,-32% - $18.22,+570%)
   +60d (2m): $6.48,+138.4% ($2.07,-24% - $20.32,+648%)
   +90d (3m): $7.22,+165.8% ($2.30,-15% - $22.66,+734%)
   +180d (6m): $10.02,+268.6% ($3.19,+17% - $31.45,+1057%)
   +365d (1y): $19.62,+621.9% ($6.24,+129% - $61.71,+2171%)
   +EOY (173d): $9.77,+259.4% ($3.11,+14% - $30.66,+1028%)
   End-of-year outlook: 📈 Bullish Trend (+259.4%)
   Confidence: 76.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈36%)
   📅 Days until EOY 2025: 173 days | EOY Target: $9.77 (+259.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.87%
Rounded target for matching: 11%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       20.0%     -7.12%     -6.96%      8.24%      -12.85%       -1.06%    -20.49%      8.14%
 14 days       10        0.0%    -17.59%    -16.07%      5.95%      -20.32%      -11.81%    -23.27%     -5.53%
 30 days       10       10.0%    -20.30%    -27.84%     21.61%      -43.30%      -12.39%    -58.45%      1.83%
 90 days        9        0.0%    -35.80%    -41.31%     27.38%      -62.35%      -20.26%    -81.75%     -5.49%
180 days        9       33.3%    -72.04%     19.24%    130.63%      -81.17%      119.65%    -83.94%    217.40%
365 days        9       44.4%    -74.71%     13.81%    158.92%     -108.34%      135.97%    -93.36%    426.89%


========================================================================================================================

Chart 4: SOL-USD (Undervalued by 47.0%, Window = 1000 days) | Price: $164.51 | Date: 2025-07-11 | Daily: +2.9% | MTD: +6.3% | QTD: +6.3% | YTD: -13.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $164.51 ($125.57,-24% - $767.09,+366%)
   +30d (1m): $340.12,+106.7% ($137.58,-16% - $840.79,+411%)
   +60d (2m): $372.73,+126.6% ($150.75,-8% - $921.58,+460%)
   +90d (3m): $408.47,+148.3% ($165.18,+0% - $1.0K,+514%)
   +180d (6m): $537.61,+226.8% ($217.26,+32% - $1.3K,+709%)
   +365d (1y): $945.59,+474.8% ($381.55,+132% - $2.3K,+1324%)
   +EOY (173d): $526.25,+219.9% ($212.68,+29% - $1.3K,+691%)
   End-of-year outlook: 📈 Bullish Trend (+219.9%)
   Confidence: 78.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 173 days | EOY Target: $526.25 (+219.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.30%
Rounded target for matching: 5%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%     -2.94%     -3.05%      7.47%       -7.03%        0.92%    -15.73%      7.97%
 14 days       16        6.2%    -10.32%    -13.02%     13.84%      -20.39%       -5.65%    -48.31%     13.33%
 30 days       16       25.0%    -19.11%    -18.00%     27.13%      -32.46%       -3.54%    -56.75%     44.87%
 90 days       16       43.8%     -9.70%     57.48%    189.84%      -43.68%      158.64%    -67.61%    656.74%
180 days       12       58.3%      9.51%    141.54%    386.05%     -103.74%      386.83%    -69.44%   1347.28%
365 days       10       50.0%      0.75%   1314.33%   3417.24%    -1130.22%     3758.88%    -76.78%  11527.70%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.39%
Rounded target for matching: 24%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       50.0%     -0.90%     -0.69%      9.99%       -7.04%        5.66%    -20.73%     13.04%
 14 days       12       50.0%      0.55%      3.86%     15.46%       -5.96%       13.69%    -14.28%     42.02%
 30 days       12       75.0%     22.52%     27.30%     30.17%        8.13%       46.47%    -16.94%     79.09%
 90 days       11       54.5%    218.80%    153.68%    173.27%       37.27%      270.08%    -61.17%    364.95%
180 days       11       63.6%    366.26%    334.21%    346.36%      101.52%      566.90%    -47.82%    823.07%
365 days        7       85.7%    496.05%    385.71%    260.58%      144.71%      626.70%    -49.27%    638.98%


========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 37.9%, Window = 1000 days) | Price: $0.000005 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000104,+1820%)
   +30d (1m): $0.000006,+20.2% ($0.000001,-90% - $0.000077,+1334%)
   +60d (2m): $0.000005,-10.3% ($0.000000,-92% - $0.000058,+970%)
   +90d (3m): $0.000004,-33.1% ($0.000000,-94% - $0.000043,+699%)
   +180d (6m): $0.000002,-72.2% ($0.000000,-98% - $0.000018,+233%)
   +365d (1y): $0.000000,-95.4% ($0.000000,-100% - $0.000003,-45%)
   +EOY (173d): $0.000002,-70.2% ($0.000000,-98% - $0.000019,+256%)
   End-of-year outlook: 📉 Bearish Trend (-70.2%)
   Confidence: 83.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-88%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000002 (-70.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -61.40%
Rounded target for matching: -61%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14        7.1%    -14.82%    -21.10%     19.21%      -32.19%      -10.01%    -53.36%     12.50%
 14 days       14        7.1%    -36.48%    -39.89%     20.59%      -51.78%      -28.00%    -69.99%      6.25%
 30 days       14        0.0%    -53.08%    -53.33%     16.82%      -63.04%      -43.62%    -87.50%    -15.31%
 90 days       13        0.0%    -88.30%    -79.74%     19.40%      -91.47%      -68.02%    -94.80%    -24.02%
180 days       13        7.7%    -95.84%     -7.27%    299.15%     -188.05%      173.50%    -97.61%   1028.89%
365 days       12        0.0%    -98.74%    -93.49%     12.57%     -101.48%      -85.51%    -99.50%    -55.49%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -87.99%
Rounded target for matching: -88%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       15.4%    -11.75%    -16.98%     21.24%      -25.56%       -8.40%    -65.43%     21.67%
 14 days       26       15.4%    -28.88%    -36.33%     30.33%      -48.58%      -24.08%    -91.23%     14.21%
 30 days       26        0.0%    -66.26%    -56.41%     28.91%      -68.09%      -44.74%    -90.41%     -2.26%
 90 days       26        0.0%    -76.00%    -64.82%     19.59%      -72.73%      -56.90%    -96.50%    -17.98%
180 days       26        3.8%    -78.86%    -62.07%     69.09%      -89.98%      -34.17%    -96.20%    278.23%
365 days       14        7.1%    -57.49%    -55.23%     31.38%      -73.35%      -37.12%    -99.79%     26.75%


========================================================================================================================

Chart 6: GT-USD (Undervalued by 28.9%, Window = 750 days) | Price: $16.31 | Date: 2025-07-11 | Daily: -0.6% | MTD: +6.1% | QTD: +6.1% | YTD: -2.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.31 ($15.31,-6% - $34.39,+111%)
   +30d (1m): $24.87,+52.5% ($16.59,+2% - $37.27,+129%)
   +60d (2m): $26.95,+65.3% ($17.98,+10% - $40.39,+148%)
   +90d (3m): $29.20,+79.1% ($19.48,+19% - $43.78,+169%)
   +180d (6m): $37.16,+127.9% ($24.77,+52% - $55.75,+242%)
   +365d (1y): $61.00,+274.1% ($40.61,+149% - $91.63,+462%)
   +EOY (173d): $36.47,+123.7% ($24.32,+49% - $54.71,+236%)
   End-of-year outlook: 📈 Bullish Trend (+123.7%)
   Confidence: 88.8% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $36.47 (+123.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -16.04%
Rounded target for matching: -16%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       42.4%     -2.02%     -2.32%      8.43%       -5.31%        0.67%    -31.98%     13.93%
 14 days       33       45.5%     -2.06%     -3.36%     13.34%       -8.09%        1.37%    -33.35%     35.98%
 30 days       33       45.5%     -2.30%     -3.29%     18.87%       -9.98%        3.40%    -38.28%     53.51%
 90 days       32       50.0%     -1.61%      9.34%     32.94%       -2.54%       21.21%    -28.43%    109.01%
180 days       32       68.8%     25.50%    124.98%    447.62%      -36.41%      286.37%    -33.59%   2549.13%
365 days       32       62.5%     12.57%    169.91%    348.74%       44.17%      295.64%    -25.20%   1592.07%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.49%
Rounded target for matching: -28%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       84.6%      7.83%     10.78%     13.58%        2.58%       18.99%     -4.94%     48.91%
 14 days       13       92.3%      6.51%     16.17%     17.35%        5.69%       26.65%     -5.38%     47.79%
 30 days       13       92.3%     17.34%     19.37%     13.74%       11.06%       27.67%     -6.32%     40.33%
 90 days       13       69.2%      4.44%     14.92%     22.93%        1.06%       28.78%     -8.55%     69.95%
180 days       13       69.2%     21.75%     27.26%     34.82%        6.22%       48.30%     -9.47%    103.73%
365 days       13       76.9%     34.92%    291.67%    613.82%      -79.26%      662.60%     -8.89%   1978.18%


========================================================================================================================

Chart 7: BNB-USD (Undervalued by 19.8%, Window = 750 days) | Price: $689.09 | Date: 2025-07-11 | Daily: +2.1% | MTD: +4.9% | QTD: +4.9% | YTD: -1.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $689.09 ($564.02,-18% - $1.3K,+90%)
   +30d (1m): $904.84,+31.3% ($593.94,-14% - $1.4K,+100%)
   +60d (2m): $952.98,+38.3% ($625.45,-9% - $1.5K,+111%)
   +90d (3m): $1.0K,+45.7% ($658.62,-4% - $1.5K,+122%)
   +180d (6m): $1.2K,+70.2% ($769.03,+12% - $1.8K,+159%)
   +365d (1y): $1.6K,+134.3% ($1.1K,+53% - $2.5K,+258%)
   +EOY (173d): $1.2K,+68.1% ($759.82,+10% - $1.8K,+156%)
   End-of-year outlook: 📈 Bullish Trend (+68.1%)
   Confidence: 75.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.2K (+68.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.13%
Rounded target for matching: 5%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       55.3%      0.98%      2.02%      7.65%       -0.49%        4.54%    -10.74%     28.15%
 14 days       38       57.9%      1.38%      3.25%      8.60%        0.42%        6.08%    -16.58%     21.74%
 30 days       38       73.7%      3.28%      4.40%     14.58%       -0.39%        9.20%    -41.29%     36.83%
 90 days       37       59.5%      8.04%     71.20%    191.28%        7.42%      134.97%    -42.10%    755.32%
180 days       37       64.9%      8.82%    149.47%    301.89%       48.81%      250.12%    -68.98%   1019.57%
365 days       30       80.0%    112.08%    409.21%    670.96%      158.67%      659.75%    -29.54%   1985.71%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.40%
Rounded target for matching: 15%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       68.4%      3.01%      2.58%      6.56%       -0.58%        5.74%    -15.29%     12.21%
 14 days       19       63.2%      2.37%      1.37%      8.85%       -2.89%        5.64%    -14.64%     26.14%
 30 days       19       42.1%     -0.22%      4.35%     14.13%       -2.46%       11.16%    -13.96%     50.72%
 90 days       16       37.5%     -4.93%     68.07%    228.67%      -53.78%      189.92%    -26.43%    943.27%
180 days       15       46.7%     -1.29%    235.33%    604.93%      -99.67%      570.33%    -33.30%   2216.34%
365 days       12       66.7%     85.01%    581.89%    810.44%       66.97%     1096.82%    -43.19%   2017.06%


========================================================================================================================

Chart 8: XRP-USD (Undervalued by 18.1%, Window = 500 days) | Price: $2.56 | Date: 2025-07-11 | Daily: +2.5% | MTD: +14.4% | QTD: +14.4% | YTD: +23.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.56 ($1.48,-42% - $6.62,+158%)
   +30d (1m): $3.55,+38.7% ($1.68,-34% - $7.52,+194%)
   +60d (2m): $4.03,+57.6% ($1.90,-26% - $8.55,+234%)
   +90d (3m): $4.58,+79.0% ($2.16,-16% - $9.72,+280%)
   +180d (6m): $6.72,+162.5% ($3.16,+24% - $14.29,+458%)
   +365d (1y): $14.76,+476.6% ($6.90,+169% - $31.59,+1134%)
   +EOY (173d): $6.52,+154.8% ($3.07,+20% - $13.86,+441%)
   End-of-year outlook: 📈 Bullish Trend (+154.8%)
   Confidence: 72.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈19%)
   📅 Days until EOY 2025: 173 days | EOY Target: $6.52 (+154.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 19.72%
Rounded target for matching: 20%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       50.0%      0.37%      4.51%     17.32%       -3.17%       12.19%    -25.35%     65.42%
 14 days       22       54.5%      0.53%      3.59%     17.28%       -4.07%       11.25%    -19.21%     57.66%
 30 days       22       40.9%     -5.64%     13.67%     59.09%      -12.53%       39.87%    -29.53%    229.69%
 90 days       22       45.5%     -6.85%     16.80%     73.92%      -15.97%       49.58%    -49.96%    317.99%
180 days       21       52.4%      1.19%     47.17%    119.91%       -7.41%      101.76%    -49.68%    452.10%
365 days       19       63.2%     28.84%     57.80%    105.16%        7.11%      108.48%    -62.35%    286.79%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.61%
Rounded target for matching: 19%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -0.29%     -0.62%      7.15%       -3.79%        2.55%    -15.04%     16.84%
 14 days       22       54.5%      1.04%     -2.31%      9.93%       -6.71%        2.10%    -29.23%     12.27%
 30 days       22       31.8%     -6.69%      2.69%     36.02%      -13.28%       18.66%    -44.60%    139.43%
 90 days       22       50.0%     -0.25%     56.77%    130.22%       -0.97%      114.51%    -35.89%    349.78%
180 days       22       59.1%     17.00%     91.60%    150.23%       24.99%      158.21%    -46.11%    408.67%
365 days       18       72.2%     68.21%    108.49%    142.97%       37.39%      179.58%    -68.53%    346.13%


========================================================================================================================

Chart 9: SAROS-USD (Undervalued by 16.9%, Window = 365 days) | Price: $0.240215 | Date: 2025-07-11 | Daily: +2.8% | MTD: +9.3% | QTD: +9.3% | YTD: +1489.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.240215 ($0.096435,-60% - $0.866994,+261%)
   +30d (1m): $0.484451,+101.7% ($0.161314,-33% - $1.45,+506%)
   +60d (2m): $0.811663,+237.9% ($0.269777,+12% - $2.44,+917%)
   +90d (3m): $1.36,+466.1% ($0.451063,+88% - $4.10,+1607%)
   +180d (6m): $6.40,+2562.4% ($2.11,+776% - $19.43,+7988%)
   +365d (1y): $154.16,+64077.8% ($49.64,+20566% - $478.76,+199206%)
   +EOY (173d): $5.67,+2260.4% ($1.87,+678% - $17.21,+7066%)
   End-of-year outlook: 📈 Bullish Trend (+2260.4%)
   Confidence: 91.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $5.67 (+2260.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: LEO-USD (Undervalued by 13.5%, Window = 750 days) | Price: $9.02 | Date: 2025-07-11 | Daily: -0.3% | MTD: -0.3% | QTD: -0.3% | YTD: -0.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.02 ($8.28,-8% - $13.13,+46%)
   +30d (1m): $10.91,+21.0% ($8.66,-4% - $13.73,+52%)
   +60d (2m): $11.41,+26.6% ($9.06,+1% - $14.37,+59%)
   +90d (3m): $11.94,+32.4% ($9.48,+5% - $15.04,+67%)
   +180d (6m): $13.68,+51.7% ($10.86,+20% - $17.23,+91%)
   +365d (1y): $18.09,+100.6% ($14.35,+59% - $22.81,+153%)
   +EOY (173d): $13.54,+50.1% ($10.75,+19% - $17.05,+89%)
   End-of-year outlook: 📈 Bullish Trend (+50.1%)
   Confidence: 88.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 173 days | EOY Target: $13.54 (+50.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.13%
Rounded target for matching: 3%
Similar historical periods found: 104
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      104       46.2%     -0.16%      0.17%      5.33%       -0.87%        1.21%     -9.22%     39.24%
 14 days      104       54.8%      0.44%      1.95%      9.22%        0.16%        3.74%    -12.76%     52.03%
 30 days      104       57.7%      0.77%      5.92%     16.71%        2.67%        9.17%    -16.16%     53.35%
 90 days      104       67.3%      7.33%     14.99%     30.67%        9.02%       20.95%    -23.61%    158.98%
180 days       92       85.9%     39.47%     40.14%     46.54%       30.50%       49.77%    -35.53%    190.24%
365 days       88       86.4%     69.11%     85.35%     80.74%       68.25%      102.46%    -43.58%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.45%
Rounded target for matching: -3%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.15%      0.39%      4.42%       -0.89%        1.68%    -11.09%     13.35%
 14 days       48       72.9%      1.93%      1.57%      6.02%       -0.18%        3.32%    -15.18%     22.76%
 30 days       48       64.6%      2.36%      1.55%      6.48%       -0.33%        3.43%    -14.26%     20.89%
 90 days       44       86.4%      7.24%     12.00%     22.11%        5.27%       18.72%    -28.82%    103.52%
180 days       44       88.6%     54.69%     40.48%     38.21%       28.86%       52.10%    -38.49%    109.54%
365 days       31       83.9%     61.34%     60.17%     50.43%       41.67%       78.67%    -35.85%    158.76%


========================================================================================================================

Chart 11: FTN-USD (Undervalued by 13.4%, Window = 750 days) | Price: $4.46 | Date: 2025-07-11 | Daily: +0.3% | MTD: +1.0% | QTD: +1.0% | YTD: +26.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.46 ($4.61,+3% - $5.76,+29%)
   +30d (1m): $5.52,+23.8% ($4.94,+11% - $6.17,+38%)
   +60d (2m): $5.92,+32.7% ($5.30,+19% - $6.62,+48%)
   +90d (3m): $6.35,+42.2% ($5.68,+27% - $7.09,+59%)
   +180d (6m): $7.82,+75.2% ($6.99,+57% - $8.74,+96%)
   +365d (1y): $12.00,+168.8% ($10.73,+140% - $13.42,+201%)
   +EOY (173d): $7.69,+72.3% ($6.88,+54% - $8.60,+93%)
   End-of-year outlook: 📈 Bullish Trend (+72.3%)
   Confidence: 98.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: $7.69 (+72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.41%
Rounded target for matching: 0%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      6.03%      3.76%      5.17%       -0.21%        7.73%     -4.63%      9.44%
 14 days        9       88.9%      6.15%      5.02%      4.11%        1.86%        8.18%     -2.14%      9.85%
 30 days        9      100.0%      9.64%     12.24%      5.31%        8.17%       16.32%      8.47%     23.48%
 90 days        9      100.0%     30.89%     30.14%      4.26%       26.86%       33.41%     23.49%     35.90%
180 days        9      100.0%     62.39%     61.16%      5.39%       57.02%       65.31%     46.43%     65.45%
365 days        9      100.0%    139.46%    138.35%     16.56%      125.62%      151.08%    116.23%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.25%
Rounded target for matching: 10%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       89.3%      1.33%      1.73%      2.49%        0.77%        2.70%     -6.46%      7.38%
 14 days       28       96.4%      2.33%      3.43%      2.71%        2.38%        4.48%     -1.47%      9.84%
 30 days       28       96.4%      4.01%      7.42%      6.60%        4.86%        9.98%     -1.26%     24.09%
 90 days       12      100.0%     36.34%     35.10%     12.87%       26.93%       43.28%      9.87%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 15 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    AERO-USD       269.5 0.8370      -88.6 $0.000333          72.9 1000    +7.7   +19.6   +19.6   +73.2
2    WAL-USD        225.2 0.9266      -95.6 $0.000088          69.3 1000    +0.0    +0.0    +0.0   +15.3
3    TRUMP-USD       81.2 0.7819      -92.9 $0.000596          44.8 365     +0.0    +6.5    +6.5   -71.6
4    PEPE-USD        51.0 0.8057      -99.7 $0.000006          33.8 120     +0.0    +0.0    +0.0    +0.0
5    WLD-USD         47.3 0.7504      -77.7 $1.09              32.1 500    +11.6   +21.2   +21.2   -47.8
6    APT-USD         42.0 0.9384      -83.6 $0.000131          29.6 500     +0.0    +0.0    +0.0   -38.4
7    OP-USD          35.1 0.8071      -87.5 $0.672339          26.0 180    +10.1   +18.7   +18.7   -61.6
8    GRT-USD         34.4 0.7759      -89.9 $0.454301          25.6 180     +0.0    +0.0    +0.0    +0.0
9    XTZ-USD         28.1 0.7235      -78.7 $0.598974          21.9 180     +4.3   +11.3   +11.3   -53.4
10   PYTH-USD        24.7 0.7809      -88.0 $0.116323          19.8 180     +6.8   +11.1   +11.1   -67.0
11   STX-USD         24.0 0.8532      -77.1 $0.002834          19.3 365     +0.0    +0.0    +0.0   -20.5
12   WBT-USD         22.6 0.9363      210.2 $46.68             18.4 750     +0.2    +5.2    +5.2   +89.8
13   KAS-USD         19.5 0.7190      -60.8 $0.086420          16.3 365     +5.8   +14.5   +14.5   -24.6
14   TIA-USD         18.6 0.7557      -91.6 $1.88              15.7 120     +7.5   +35.4   +35.4 +25538.4
15   XMR-USD         11.6 0.8154       93.9 $327.77            10.4 500     +0.8    +0.8    +0.8   +69.5

📊 DISPLAYING 15 OVERVALUED CRYPTO WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: AERO-USD (Overvalued by 269.5%, Window = 1000 days) | Price: $0.000333 | Date: 2025-07-11 | Daily: +7.7% | MTD: +19.6% | QTD: +19.6% | YTD: +73.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000333 ($0.000020,-94% - $0.000400,+20%)
   +30d (1m): $0.000075,-77.4% ($0.000017,-95% - $0.000334,+1%)
   +60d (2m): $0.000063,-81.1% ($0.000014,-96% - $0.000280,-16%)
   +90d (3m): $0.000053,-84.2% ($0.000012,-96% - $0.000234,-30%)
   +180d (6m): $0.000031,-90.7% ($0.000007,-98% - $0.000137,-59%)
   +365d (1y): $0.000010,-96.9% ($0.000002,-99% - $0.000046,-86%)
   +EOY (173d): $0.000032,-90.3% ($0.000007,-98% - $0.000143,-57%)
   End-of-year outlook: 📉 Bearish Trend (-90.3%)
   Confidence: 83.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000032 (-90.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: WAL-USD (Overvalued by 225.2%, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (173d): $0.000006,-93.0% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.0%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000006 (-93.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: TRUMP-USD (Overvalued by 81.2%, Window = 365 days) | Price: $0.000596 | Date: 2025-07-11 | Daily: +0.0% | MTD: +6.5% | QTD: +6.5% | YTD: -71.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000596 ($0.000148,-75% - $0.000731,+23%)
   +30d (1m): $0.000265,-55.6% ($0.000119,-80% - $0.000589,-1%)
   +60d (2m): $0.000213,-64.3% ($0.000096,-84% - $0.000474,-20%)
   +90d (3m): $0.000171,-71.3% ($0.000077,-87% - $0.000382,-36%)
   +180d (6m): $0.000089,-85.1% ($0.000040,-93% - $0.000200,-66%)
   +365d (1y): $0.000023,-96.1% ($0.000010,-98% - $0.000053,-91%)
   +EOY (173d): $0.000094,-84.3% ($0.000042,-93% - $0.000210,-65%)
   End-of-year outlook: 📉 Bearish Trend (-84.3%)
   Confidence: 78.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000094 (-84.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.43%
Rounded target for matching: 0%
Similar historical periods found: 57
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       57       24.6%      0.00%     -3.42%     19.35%       -8.56%        1.71%    -44.21%     69.48%
 14 days       57       31.6%      0.00%     -5.33%     34.87%      -14.59%        3.92%    -67.12%    157.23%
 30 days       57       26.3%    -28.77%      7.51%    159.46%      -34.80%       49.82%    -96.21%   1158.72%
 90 days       56       57.1%      0.26%     31.63%    130.69%       -3.36%       66.63%    -95.79%    621.41%
180 days       25       36.0%    -48.62%     46.31%    231.21%      -49.13%      141.75%    -97.31%    894.58%
365 days       22       22.7%    -55.44%    180.31%    715.50%     -136.92%      497.54%    -99.88%   3303.99%


========================================================================================================================

Chart 4: PEPE-USD (Overvalued by 51.0%, Window = 120 days) | Price: $0.000006 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.000006 ($0.000002,-61% - $0.000007,+14%)
   +30d (1m): $0.000003,-58.8% ($0.000001,-76% - $0.000004,-29%)
   +60d (2m): $0.000002,-74.4% ($0.000001,-85% - $0.000003,-55%)
   +90d (3m): $0.000001,-84.0% ($0.000001,-91% - $0.000002,-72%)
   +180d (6m): $0.000000,-96.2% ($0.000000,-98% - $0.000000,-93%)
   +365d (1y): $0.000000,-99.8% ($0.000000,-100% - $0.000000,-100%)
   +EOY (173d): $0.000000,-95.7% ($0.000000,-98% - $0.000000,-92%)
   End-of-year outlook: 📉 Bearish Trend (-95.7%)
   Confidence: 80.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000000 (-95.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: WLD-USD (Overvalued by 47.3%, Window = 500 days) | Price: $1.09 | Date: 2025-07-11 | Daily: +11.6% | MTD: +21.2% | QTD: +21.2% | YTD: -47.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $1.09 ($0.376243,-65% - $1.45,+33%)
   +30d (1m): $0.653744,-40.0% ($0.332358,-69% - $1.29,+18%)
   +60d (2m): $0.577786,-47.0% ($0.293575,-73% - $1.14,+4%)
   +90d (3m): $0.510654,-53.1% ($0.259302,-76% - $1.01,-8%)
   +180d (6m): $0.352537,-67.6% ($0.178616,-84% - $0.695807,-36%)
   +365d (1y): $0.164597,-84.9% ($0.082883,-92% - $0.326872,-70%)
   +EOY (173d): $0.362845,-66.7% ($0.183874,-83% - $0.716014,-34%)
   End-of-year outlook: 📉 Bearish Trend (-66.7%)
   Confidence: 75.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈39%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.362845 (-66.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 39.45%
Rounded target for matching: 39%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -3.27%     -1.61%      4.19%       -6.00%        2.79%     -5.91%      5.87%
 14 days        6       33.3%     -9.19%     -1.52%     11.77%      -13.88%       10.83%     -9.98%     20.01%
 30 days        6       16.7%    -21.31%    -14.71%     12.92%      -28.27%       -1.15%    -22.93%     13.24%
 90 days        6        0.0%    -43.14%    -44.42%     10.17%      -55.10%      -33.74%    -62.70%    -27.93%
180 days        6        0.0%    -36.53%    -37.89%     10.54%      -48.95%      -26.83%    -57.34%    -21.73%
365 days        5       80.0%  13933.62%  11225.44%   5673.72%     4180.59%    18270.30%    -47.19%  14792.33%


========================================================================================================================

Chart 6: APT-USD (Overvalued by 42.0%, Window = 500 days) | Price: $0.000131 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000064,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.3% ($0.000055,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.7% ($0.000048,-64% - $0.000099,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (173d): $0.000039,-70.1% ($0.000027,-79% - $0.000056,-57%)
   End-of-year outlook: 📉 Bearish Trend (-70.1%)
   Confidence: 93.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.000039 (-70.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -4.30%
Rounded target for matching: -4%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       15.4%     -1.47%      0.14%     14.59%       -5.75%        6.04%    -30.96%     42.54%
 14 days       26       15.4%     -2.92%     -6.49%      9.77%      -10.43%       -2.54%    -45.33%      2.24%
 30 days       26       34.6%     -2.19%     -2.88%     20.94%      -11.33%        5.58%    -50.07%     39.42%
 90 days       14       28.6%    -37.56%     83.36%    327.51%     -105.74%      272.46%    -64.55%   1245.64%
180 days       13       30.8%    -64.01%    125.80%    294.08%      -51.91%      303.51%    -88.19%    616.11%
365 days       12       33.3%    -81.08%     -1.43%    106.74%      -69.25%       66.39%    -95.77%    153.16%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.67%
Rounded target for matching: -6%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%      0.00%     -1.80%     20.37%      -12.65%        9.05%    -66.34%     42.54%
 14 days       16        6.2%     -2.22%     -9.96%     18.55%      -19.84%       -0.08%    -78.25%      2.24%
 30 days       16        6.2%     -2.96%     -6.97%     29.91%      -22.90%        8.97%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: OP-USD (Overvalued by 35.1%, Window = 180 days) | Price: $0.672339 | Date: 2025-07-11 | Daily: +10.1% | MTD: +18.7% | QTD: +18.7% | YTD: -61.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.672339 ($0.372747,-45% - $0.664686,-1%)
   +30d (1m): $0.419437,-37.6% ($0.313527,-53% - $0.561123,-17%)
   +60d (2m): $0.353442,-47.4% ($0.263583,-61% - $0.473936,-30%)
   +90d (3m): $0.297831,-55.7% ($0.221485,-67% - $0.400494,-40%)
   +180d (6m): $0.178207,-73.5% ($0.131040,-81% - $0.242352,-64%)
   +365d (1y): $0.062007,-90.8% ($0.044039,-93% - $0.087306,-87%)
   +EOY (173d): $0.185470,-72.4% ($0.136519,-80% - $0.251971,-63%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.185470 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.23%
Rounded target for matching: 8%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       75.0%      8.65%     13.52%     21.28%       -4.27%       31.31%    -12.57%     51.51%
 14 days        8       75.0%     14.16%     23.15%     28.56%       -0.73%       47.02%    -15.68%     71.02%
 30 days        8       62.5%      4.83%     23.59%     66.92%      -32.36%       79.54%    -26.32%    192.37%
 90 days        7       57.1%      2.51%     30.00%     83.87%      -47.57%      107.56%    -57.68%    185.47%
180 days        7       28.6%    -56.73%    -24.42%     57.50%      -77.60%       28.75%    -70.45%     96.43%


========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.37%
Rounded target for matching: -2%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       30.0%     -3.13%     -4.98%     10.55%      -12.53%        2.56%    -28.58%      8.67%
 14 days       10       10.0%    -12.53%    -11.65%      7.79%      -17.23%       -6.08%    -21.74%      2.72%
 30 days       10       20.0%    -18.17%     -9.94%     19.07%      -23.58%        3.71%    -26.88%     29.19%
 90 days       10       40.0%    -18.36%    -17.04%     27.07%      -36.41%        2.32%    -51.12%     33.55%
180 days        9       33.3%    -37.54%     12.79%     97.35%      -62.05%       87.62%    -70.86%    196.97%
365 days        6       66.7%      1.01%    -11.39%     32.56%      -45.57%       22.78%    -75.32%     22.40%


========================================================================================================================

Chart 8: GRT-USD (Overvalued by 34.4%, Window = 180 days) | Price: $0.454301 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.238231,-48% - $0.479388,+6%)
   +30d (1m): $0.279943,-38.4% ($0.196911,-57% - $0.397987,-12%)
   +60d (2m): $0.231898,-49.0% ($0.162658,-64% - $0.330611,-27%)
   +90d (3m): $0.192098,-57.7% ($0.134283,-70% - $0.274805,-40%)
   +180d (6m): $0.109195,-76.0% ($0.075298,-83% - $0.158352,-65%)
   +365d (1y): $0.034193,-92.5% ($0.022609,-95% - $0.051711,-89%)
   +EOY (173d): $0.114100,-74.9% ($0.078777,-83% - $0.165260,-64%)
   End-of-year outlook: 📉 Bearish Trend (-74.9%)
   Confidence: 77.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-29%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.114100 (-74.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: XTZ-USD (Overvalued by 28.1%, Window = 180 days) | Price: $0.598974 | Date: 2025-07-11 | Daily: +4.3% | MTD: +11.3% | QTD: +11.3% | YTD: -53.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.598974 ($0.356383,-41% - $0.613358,+2%)
   +30d (1m): $0.411737,-31.3% ($0.313314,-48% - $0.541078,-10%)
   +60d (2m): $0.362597,-39.5% ($0.275319,-54% - $0.477542,-20%)
   +90d (3m): $0.319321,-46.7% ($0.241819,-60% - $0.421663,-30%)
   +180d (6m): $0.218092,-63.6% ($0.163421,-73% - $0.291054,-51%)
   +365d (1y): $0.099601,-83.4% ($0.072240,-88% - $0.137326,-77%)
   +EOY (173d): $0.224657,-62.5% ($0.168501,-72% - $0.299527,-50%)
   End-of-year outlook: 📉 Bearish Trend (-62.5%)
   Confidence: 72.4% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.224657 (-62.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.17%
Rounded target for matching: 6%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       38.7%     -2.95%     -0.12%     10.83%       -4.10%        3.85%    -25.88%     31.23%
 14 days       31       32.3%     -3.51%      2.04%     18.30%       -4.67%        8.76%    -24.62%     57.32%
 30 days       31       48.4%     -1.11%      7.95%     38.93%       -6.33%       22.23%    -52.58%    109.82%
 90 days       29       44.8%     -5.97%     19.96%     79.53%      -10.29%       50.21%    -69.63%    250.01%
180 days       29       48.3%     -1.11%     10.73%     52.83%       -9.37%       30.82%    -91.23%    152.57%
365 days       26       65.4%     19.55%     57.50%    145.39%       -1.22%      116.23%    -70.45%    678.96%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.67%
Rounded target for matching: 8%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       57.1%      4.36%      9.34%     20.10%       -9.25%       27.93%     -8.25%     54.80%
 14 days        7       71.4%     23.54%     19.43%     22.40%       -1.29%       40.15%    -12.21%     46.27%
 30 days        7       71.4%     15.55%     24.92%     35.94%       -8.32%       58.16%    -12.36%    106.08%
 90 days        7       28.6%    -24.71%     17.29%     91.73%      -67.55%      102.12%    -46.30%    231.17%
180 days        7       14.3%    -25.29%     -2.29%     63.36%      -60.89%       56.30%    -62.85%    145.77%
365 days        7       28.6%    -45.23%     55.86%    233.13%     -159.75%      271.47%    -67.17%    623.66%


========================================================================================================================

Chart 10: PYTH-USD (Overvalued by 24.7%, Window = 180 days) | Price: $0.116323 | Date: 2025-07-11 | Daily: +6.8% | MTD: +11.1% | QTD: +11.1% | YTD: -67.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.116323 ($0.067849,-42% - $0.128282,+10%)
   +30d (1m): $0.078396,-32.6% ($0.056900,-51% - $0.108012,-7%)
   +60d (2m): $0.065876,-43.4% ($0.047691,-59% - $0.090996,-22%)
   +90d (3m): $0.055356,-52.4% ($0.039951,-66% - $0.076702,-34%)
   +180d (6m): $0.032845,-71.8% ($0.023412,-80% - $0.046079,-60%)
   +365d (1y): $0.011233,-90.3% ($0.007707,-93% - $0.016373,-86%)
   +EOY (173d): $0.034206,-70.6% ($0.024410,-79% - $0.047935,-59%)
   End-of-year outlook: 📉 Bearish Trend (-70.6%)
   Confidence: 78.1% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.034206 (-70.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: STX-USD (Overvalued by 24.0%, Window = 365 days) | Price: $0.002834 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001612,-43% - $0.003243,+14%)
   +30d (1m): $0.002026,-28.5% ($0.001428,-50% - $0.002874,+1%)
   +60d (2m): $0.001794,-36.7% ($0.001264,-55% - $0.002547,-10%)
   +90d (3m): $0.001589,-43.9% ($0.001119,-61% - $0.002258,-20%)
   +180d (6m): $0.001105,-61.0% ($0.000776,-73% - $0.001573,-45%)
   +365d (1y): $0.000523,-81.6% ($0.000365,-87% - $0.000750,-74%)
   +EOY (173d): $0.001136,-59.9% ($0.000798,-72% - $0.001618,-43%)
   End-of-year outlook: 📉 Bearish Trend (-59.9%)
   Confidence: 85.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.001136 (-59.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 26.48%
Rounded target for matching: 26%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.73%     -4.79%     12.89%      -16.71%        7.13%    -32.48%     10.73%
 14 days        7       71.4%     10.17%      2.79%     14.42%      -10.54%       16.13%    -30.39%     15.32%
 30 days        7       42.9%     -5.84%      1.27%     27.88%      -24.51%       27.05%    -47.31%     43.59%
 90 days        7       71.4%     44.40%     46.29%     50.62%       -0.53%       93.10%    -11.05%    137.71%
180 days        7       71.4%     39.63%     40.67%     42.69%        1.19%       80.15%    -12.79%    121.53%
365 days        7       71.4%    564.81%    734.26%    770.55%       21.62%     1446.90%    -74.10%   1901.51%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.67%
Rounded target for matching: -7%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -2.07%     -2.36%      9.33%       -8.29%        3.57%    -19.79%     11.47%
 14 days       12       50.0%     -0.99%      6.61%     22.93%       -7.96%       21.18%    -20.47%     54.87%
 30 days       12       50.0%     -0.04%    975.46%   3204.79%    -1060.77%     3011.69%    -28.72%  11603.94%
 90 days       12       66.7%     46.76%     79.73%    111.74%        8.73%      150.73%    -99.33%    291.17%
180 days       12       83.3%    106.23%    298.24%    422.26%       29.95%      566.53%    -99.50%   1231.39%
365 days       11       72.7%     89.99%    358.17%    493.71%       26.49%      689.85%    -99.26%   1385.34%


========================================================================================================================

Chart 12: WBT-USD (Overvalued by 22.6%, Window = 750 days) | Price: $46.68 | Date: 2025-07-11 | Daily: +0.2% | MTD: +5.2% | QTD: +5.2% | YTD: +89.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.68 ($26.97,-42% - $53.75,+15%)
   +30d (1m): $41.79,-10.5% ($29.60,-37% - $59.00,+26%)
   +60d (2m): $45.86,-1.8% ($32.48,-30% - $64.76,+39%)
   +90d (3m): $50.33,+7.8% ($35.64,-24% - $71.08,+52%)
   +180d (6m): $66.54,+42.5% ($47.09,+1% - $94.01,+101%)
   +365d (1y): $118.10,+153.0% ($83.49,+79% - $167.05,+258%)
   +EOY (173d): $65.11,+39.5% ($46.08,-1% - $91.98,+97%)
   End-of-year outlook: 📈 Bullish Trend (+39.5%)
   Confidence: 93.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈68%)
   📅 Days until EOY 2025: 173 days | EOY Target: $65.11 (+39.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: KAS-USD (Overvalued by 19.5%, Window = 365 days) | Price: $0.086420 | Date: 2025-07-11 | Daily: +5.8% | MTD: +14.5% | QTD: +14.5% | YTD: -24.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.086420 ($0.051756,-40% - $0.101015,+17%)
   +30d (1m): $0.066946,-22.5% ($0.047897,-45% - $0.093572,+8%)
   +60d (2m): $0.061983,-28.3% ($0.044321,-49% - $0.086683,+0%)
   +90d (3m): $0.057389,-33.6% ($0.041010,-53% - $0.080308,-7%)
   +180d (6m): $0.045549,-47.3% ($0.032474,-62% - $0.063887,-26%)
   +365d (1y): $0.028327,-67.2% ($0.020061,-77% - $0.040000,-54%)
   +EOY (173d): $0.046375,-46.3% ($0.033070,-62% - $0.065032,-25%)
   End-of-year outlook: 📉 Bearish Trend (-46.3%)
   Confidence: 71.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 173 days | EOY Target: $0.046375 (-46.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.81%
Rounded target for matching: 1%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       50.0%     -1.14%      5.08%     15.19%       -5.79%       15.95%    -12.49%     28.12%
 14 days       10       40.0%     -2.53%      0.49%     16.74%      -11.49%       12.46%    -20.57%     23.17%
 30 days       10       40.0%    -14.46%      8.97%     44.11%      -22.59%       40.52%    -30.84%    109.53%
 90 days        8       50.0%    -10.93%     59.95%    135.51%      -53.34%      173.24%    -29.55%    346.68%
180 days        8       50.0%    -17.01%     92.27%    218.04%      -90.02%      274.55%    -57.19%    597.26%
365 days        4       50.0%    159.53%    481.28%    690.85%     -618.02%     1580.59%    -46.68%   1652.75%


========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.72%
Rounded target for matching: 12%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       11.1%     -2.11%     -2.62%      4.10%       -5.77%        0.54%    -10.63%      5.30%
 14 days        9       33.3%     -5.24%      4.30%     37.63%      -24.63%       33.22%    -33.62%    106.88%
 30 days        9       44.4%     -8.13%      3.66%     38.39%      -25.84%       33.17%    -26.47%    103.02%
 90 days        9       55.6%     36.30%     49.77%     86.90%      -17.03%      116.57%    -48.31%    215.75%
180 days        7       71.4%     11.52%    118.34%    215.31%      -80.78%      317.47%    -58.12%    503.33%
365 days        5       40.0%    -15.20%    782.76%    994.80%     -452.44%     2017.97%    -36.18%   2049.45%


========================================================================================================================

Chart 14: TIA-USD (Overvalued by 18.6%, Window = 120 days) | Price: $1.88 | Date: 2025-07-11 | Daily: +7.5% | MTD: +35.4% | QTD: +35.4% | YTD: +25538.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $1.88 ($1.21,-36% - $2.08,+10%)
   +30d (1m): $1.29,-31.2% ($0.983834,-48% - $1.70,-10%)
   +60d (2m): $1.05,-43.9% ($0.798026,-58% - $1.39,-26%)
   +90d (3m): $0.860222,-54.3% ($0.646384,-66% - $1.14,-39%)
   +180d (6m): $0.466777,-75.2% ($0.340907,-82% - $0.639121,-66%)
   +365d (1y): $0.132849,-92.9% ($0.089203,-95% - $0.197848,-89%)
   +EOY (173d): $0.489508,-74.0% ($0.358429,-81% - $0.668522,-64%)
   End-of-year outlook: 📉 Bearish Trend (-74.0%)
   Confidence: 75.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $0.489508 (-74.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -12.66%
Rounded target for matching: -13%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      6.84%      3.75%     11.68%       -5.23%       12.72%    -24.06%     16.64%
 14 days        9       66.7%      9.61%      8.82%     13.97%       -1.91%       19.56%    -15.06%     33.76%
 30 days        9       55.6%      2.15%     15.14%     57.95%      -29.41%       59.68%    -37.67%    173.61%
 90 days        8       75.0%     54.16%   3649.16%   9410.10%    -4217.88%    11516.19%    -40.41%  28542.43%
180 days        7       57.1%     34.33%     78.40%    173.84%      -82.38%      239.18%    -52.82%    495.33%
365 days        4       50.0%     14.87%     41.75%    118.89%     -147.44%      230.93%    -75.08%    212.34%


========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.75%
Rounded target for matching: -29%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%     -3.75%      9.19%     26.26%      -12.77%       31.14%    -14.80%     53.93%
 14 days        8       50.0%      0.28%      9.08%     25.53%      -12.26%       30.42%    -29.13%     48.05%
 30 days        8       50.0%     13.32%     44.37%    100.46%      -39.62%      128.35%    -51.62%    283.46%
 90 days        8       62.5%     27.73%     81.24%    192.29%      -79.52%      242.00%    -47.12%    580.84%
180 days        8       50.0%    167.71%  13006.11%  22347.82%    -5677.14%    31689.35%    -64.62%  53205.85%
365 days        6       83.3%    115.86%    106.70%     97.56%        4.31%      209.08%    -72.30%    242.72%


========================================================================================================================

Chart 15: XMR-USD (Overvalued by 11.6%, Window = 500 days) | Price: $327.77 | Date: 2025-07-11 | Daily: +0.8% | MTD: +0.8% | QTD: +0.8% | YTD: +69.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $327.77 ($229.68,-30% - $375.50,+15%)
   +30d (1m): $310.10,-5.4% ($242.48,-26% - $396.57,+21%)
   +60d (2m): $327.44,-0.1% ($255.99,-22% - $418.84,+28%)
   +90d (3m): $345.76,+5.5% ($270.25,-18% - $442.36,+35%)
   +180d (6m): $407.07,+24.2% ($317.92,-3% - $521.23,+59%)
   +365d (1y): $569.40,+73.7% ($443.70,+35% - $730.71,+123%)
   +EOY (173d): $401.94,+22.6% ($313.93,-4% - $514.62,+57%)
   End-of-year outlook: 📈 Bullish Trend (+22.6%)
   Confidence: 81.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈58%)
   📅 Days until EOY 2025: 173 days | EOY Target: $401.94 (+22.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.77%
Rounded target for matching: 1%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       37.9%     -1.10%     -1.40%     10.93%       -4.27%        1.48%    -33.27%     23.68%
 14 days       58       43.1%     -0.80%      0.98%     14.39%       -2.81%        4.76%    -45.44%     39.89%
 30 days       58       50.0%      1.68%      4.18%     21.50%       -1.47%        9.83%    -41.10%     72.14%
 90 days       57       57.9%      2.09%      9.90%     35.09%        0.59%       19.21%    -56.40%     92.89%
180 days       56       58.9%      4.79%     29.18%     60.92%       12.87%       45.50%    -63.13%    150.58%
365 days       49       57.1%     11.68%     53.84%    121.62%       18.91%       88.77%    -51.83%    585.80%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 90
Average R-squared: 0.6558
Best R-squared: 0.987496
Average annual growth: 5581.1%

Valuation breakdown:
  🔴 OVERVALUED: 15 (16.7%) - Sell Warnings
  🟢 UNDERVALUED: 11 (12.2%) - Buy Opportunities
  🟡 FAIR_VALUE: 8 (8.9%) - Hold/Monitor

Optimal window distribution:
  120 days: 12 instruments (13.3%)
  180 days: 29 instruments (32.2%)
  365 days: 6 instruments (6.7%)
  500 days: 14 instruments (15.6%)
  750 days: 13 instruments (14.4%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 11
  🔴 High-quality overvalued warnings: 15
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

======================================================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X     0.9306   120      38.3 1.3559         🟡FAIR        -1.8    -0.2    -0.7    -1.2    -1.3    -1.3    +8.3
2    EURUSD=X     0.9154   120      51.4 1.1681         🟡FAIR        -1.2    -0.4    -0.8    -0.4    -0.9    -0.9   +12.8
3    DX-Y.NYB     0.9075   120     -30.2 97.783         🟡FAIR         1.5    +0.1    +0.8    +0.6    +1.0    +1.0    -9.9
4    USDCHF=X     0.8999   120     -36.8 0.7975         🟡FAIR         1.0    +0.6    +0.4    -0.1    +0.6    +0.6   -12.1
5    USDCAD=X     0.8460   120     -18.5 1.3696         🟡FAIR         0.9    +0.1    +0.7    +0.1    +0.7    +0.7    -4.7
6    NZDUSD=X     0.7861   120      28.9 0.6019         🟡FAIR        -1.2    +0.3    -0.5    -0.7    -1.2    -1.2    +7.5
7    USDJPY=X     0.6768   1000     10.8 147.05         🟡FAIR         nan    +0.6    +1.8    +1.8    +2.3    +2.3    -6.8
8    AUDUSD=X     0.6183   1000     -4.6 0.6583         🟡FAIR         nan    +0.7    +0.5    +0.8    +0.1    +0.1    +6.2

📊 DISPLAYING 8 CURRENCY TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9306, Window = 120 days) | Price: 1.3559 | Date: 2025-07-11 | Daily: -0.2% | MTD: -1.3% | QTD: -1.3% | YTD: +8.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3559 (1.3575,+0% - 1.4042,+4%)
   +30d (1m): 1.4179,+4.6% (1.3938,+3% - 1.4425,+6%)
   +60d (2m): 1.4562,+7.4% (1.4309,+6% - 1.4820,+9%)
   +90d (3m): 1.4955,+10.3% (1.4689,+8% - 1.5226,+12%)
   +180d (6m): 1.6200,+19.5% (1.5884,+17% - 1.6523,+22%)
   +365d (1y): 1.9094,+40.8% (1.8622,+37% - 1.9578,+44%)
   +EOY (173d): 1.6100,+18.7% (1.5788,+16% - 1.6418,+21%)
   End-of-year outlook: 📈 Bullish Trend (+18.7%)
   Confidence: 93.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 173 days | EOY Target: 1.6100 (+18.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 1.92%
Rounded target for matching: 2%
Similar historical periods found: 619
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      619       45.6%     -0.14%     -0.14%      1.44%       -0.25%       -0.02%    -10.14%      5.31%
 14 days      619       47.8%     -0.13%     -0.14%      2.08%       -0.30%        0.03%    -11.78%      6.04%
 30 days      619       50.9%      0.04%     -0.19%      3.07%       -0.43%        0.05%    -11.93%     13.09%
 90 days      614       49.0%     -0.05%     -0.83%      5.45%       -1.26%       -0.40%    -26.22%     17.53%
180 days      614       40.6%     -1.08%     -1.92%      7.69%       -2.53%       -1.31%    -28.83%     14.48%
365 days      588       31.6%     -2.82%     -4.22%      9.05%       -4.95%       -3.48%    -30.51%     17.54%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.98%
Rounded target for matching: 6%
Similar historical periods found: 225
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      225       47.1%     -0.09%     -0.07%      1.28%       -0.23%        0.10%     -3.72%      3.23%
 14 days      225       46.2%     -0.11%     -0.20%      1.72%       -0.43%        0.02%     -4.73%      3.56%
 30 days      225       41.3%     -0.37%     -0.53%      2.33%       -0.83%       -0.22%    -10.55%      3.44%
 90 days      217       57.1%      0.81%     -0.12%      3.88%       -0.64%        0.40%    -10.70%      7.40%
180 days      217       55.8%      0.77%      0.30%      5.41%       -0.42%        1.03%    -11.22%     10.21%
365 days      213       38.5%     -1.43%     -2.60%      8.87%       -3.80%       -1.41%    -29.74%     14.27%


========================================================================================================================

Chart 2: EURUSD=X (R² = 0.9154, Window = 120 days) | Price: 1.1681 | Date: 2025-07-11 | Daily: -0.4% | MTD: -0.9% | QTD: -0.9% | YTD: +12.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1681 (1.1544,-1% - 1.2114,+4%)
   +30d (1m): 1.2235,+4.7% (1.1940,+2% - 1.2538,+7%)
   +60d (2m): 1.2659,+8.4% (1.2348,+6% - 1.2979,+11%)
   +90d (3m): 1.3098,+12.1% (1.2768,+9% - 1.3437,+15%)
   +180d (6m): 1.4508,+24.2% (1.4106,+21% - 1.4921,+28%)
   +365d (1y): 1.7899,+53.2% (1.7273,+48% - 1.8548,+59%)
   +EOY (173d): 1.4393,+23.2% (1.3997,+20% - 1.4799,+27%)
   End-of-year outlook: 📈 Bullish Trend (+23.2%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: 1.4393 (+23.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 4.43%
Rounded target for matching: 4%
Similar historical periods found: 328
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      328       53.7%      0.10%      0.01%      1.29%       -0.13%        0.15%     -3.97%      3.91%
 14 days      328       48.2%     -0.06%      0.09%      1.95%       -0.12%        0.30%     -4.89%      6.36%
 30 days      328       50.3%      0.03%      0.37%      2.82%        0.07%        0.68%     -7.41%      9.92%
 90 days      316       50.6%      0.30%      0.48%      4.36%        0.00%        0.97%    -10.31%      9.78%
180 days      316       50.0%      0.03%     -0.11%      7.37%       -0.93%        0.70%    -18.46%     17.10%
365 days      309       38.8%     -2.84%     -2.04%      7.27%       -2.85%       -1.22%    -20.67%     20.16%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.92%
Rounded target for matching: 10%
Similar historical periods found: 64
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       64       42.2%     -0.23%     -0.25%      1.33%       -0.58%        0.09%     -5.40%      2.56%
 14 days       64       50.0%     -0.04%      0.06%      1.67%       -0.36%        0.47%     -4.55%      3.15%
 30 days       64       53.1%      0.27%      0.23%      1.89%       -0.24%        0.71%     -5.42%      4.59%
 90 days       57       66.7%      1.20%      1.25%      3.25%        0.39%        2.12%     -6.79%      7.96%
180 days       57       31.6%     -2.18%     -2.82%      5.45%       -4.26%       -1.37%    -17.87%      7.15%
365 days       57        8.8%     -4.44%     -4.49%      2.65%       -5.19%       -3.79%    -11.10%      1.88%


========================================================================================================================

Chart 3: DX-Y.NYB (R² = 0.9075, Window = 120 days) | Price: 97.783 | Date: 2025-07-11 | Daily: +0.1% | MTD: +1.0% | QTD: +1.0% | YTD: -9.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.783 (94.203,-4% - 98.430,+1%)
   +30d (1m): 93.486,-4.4% (91.427,-7% - 95.592,-2%)
   +60d (2m): 90.761,-7.2% (88.721,-9% - 92.847,-5%)
   +90d (3m): 88.115,-9.9% (86.086,-12% - 90.191,-8%)
   +180d (6m): 80.630,-17.5% (78.591,-20% - 82.722,-15%)
   +365d (1y): 67.183,-31.3% (65.037,-33% - 69.400,-29%)
   +EOY (173d): 81.189,-17.0% (79.153,-19% - 83.278,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.0%)
   Confidence: 90.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 173 days | EOY Target: 81.189 (-17.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.94%
Rounded target for matching: -4%
Similar historical periods found: 909
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      909       41.8%     -0.29%     -0.22%      1.32%       -0.31%       -0.14%     -4.80%      5.80%
 14 days      909       39.2%     -0.52%     -0.42%      1.87%       -0.55%       -0.30%     -6.61%      6.66%
 30 days      909       41.9%     -0.83%     -0.65%      2.71%       -0.82%       -0.47%     -8.52%      9.07%
 90 days      892       40.6%     -1.16%     -0.71%      4.66%       -1.02%       -0.41%    -12.33%     18.56%
180 days      892       45.0%     -0.97%     -0.58%      7.88%       -1.10%       -0.06%    -21.68%     20.82%
365 days      879       53.5%      0.77%     -0.98%     10.85%       -1.70%       -0.26%    -30.82%     26.01%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.53%
Rounded target for matching: -8%
Similar historical periods found: 383
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      383       51.7%      0.09%      0.05%      1.36%       -0.08%        0.19%     -6.03%      4.78%
 14 days      383       46.7%     -0.17%     -0.20%      1.98%       -0.40%        0.00%     -7.23%      5.89%
 30 days      383       46.7%     -0.35%     -0.44%      2.66%       -0.71%       -0.17%     -8.30%     10.88%
 90 days      375       44.5%     -0.58%     -0.60%      5.15%       -1.13%       -0.08%    -12.85%     15.95%
180 days      375       54.1%      0.56%     -0.48%      8.60%       -1.35%        0.39%    -21.18%     18.75%
365 days      375       61.6%      1.30%     -0.42%     11.19%       -1.56%        0.71%    -29.92%     27.22%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8999, Window = 120 days) | Price: 0.7975 | Date: 2025-07-11 | Daily: +0.6% | MTD: +0.6% | QTD: +0.6% | YTD: -12.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.7975 (0.7671,-4% - 0.8133,+2%)
   +30d (1m): 0.7606,-4.6% (0.7383,-7% - 0.7835,-2%)
   +60d (2m): 0.7324,-8.2% (0.7105,-11% - 0.7549,-5%)
   +90d (3m): 0.7053,-11.6% (0.6837,-14% - 0.7275,-9%)
   +180d (6m): 0.6297,-21.0% (0.6086,-24% - 0.6516,-18%)
   +365d (1y): 0.4989,-37.4% (0.4778,-40% - 0.5210,-35%)
   +EOY (173d): 0.6353,-20.3% (0.6142,-23% - 0.6572,-18%)
   End-of-year outlook: 📉 Bearish Trend (-20.3%)
   Confidence: 90.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 173 days | EOY Target: 0.6353 (-20.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -5.00%
Rounded target for matching: -5%
Similar historical periods found: 236
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      236       49.2%     -0.01%      0.03%      1.87%       -0.21%        0.27%     -5.35%     10.89%
 14 days      236       53.8%      0.27%      0.31%      2.82%       -0.05%        0.67%     -8.33%     13.13%
 30 days      236       57.6%      0.64%      0.29%      3.90%       -0.21%        0.79%     -9.72%     16.15%
 90 days      228       49.6%     -0.11%     -0.37%      6.21%       -1.18%        0.44%    -14.56%     19.76%
180 days      228       46.5%     -0.42%     -0.59%      7.09%       -1.52%        0.33%    -17.31%     17.75%
365 days      214       48.1%     -1.07%     -0.71%      7.10%       -1.66%        0.25%    -13.69%     17.80%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.36%
Rounded target for matching: -10%
Similar historical periods found: 57
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       57       50.9%      0.01%      0.04%      2.23%       -0.55%        0.63%     -5.95%      3.98%
 14 days       57       47.4%     -0.01%     -0.50%      3.75%       -1.50%        0.49%    -12.16%     10.34%
 30 days       57       40.4%     -1.02%     -0.34%      4.18%       -1.45%        0.77%     -9.43%     15.84%
 90 days       52       67.3%      5.21%      3.13%      6.27%        1.38%        4.88%     -9.16%     18.41%
180 days       52       78.8%      9.02%      5.97%      9.87%        3.23%        8.72%    -16.26%     21.51%
365 days       52       73.1%      6.48%      4.14%      7.19%        2.13%        6.14%     -9.45%     17.03%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8460, Window = 120 days) | Price: 1.3696 | Date: 2025-07-11 | Daily: +0.1% | MTD: +0.7% | QTD: +0.7% | YTD: -4.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3696 (1.3345,-3% - 1.3796,+1%)
   +30d (1m): 1.3343,-2.6% (1.3119,-4% - 1.3570,-1%)
   +60d (2m): 1.3121,-4.2% (1.2896,-6% - 1.3349,-3%)
   +90d (3m): 1.2902,-5.8% (1.2676,-7% - 1.3132,-4%)
   +180d (6m): 1.2269,-10.4% (1.2033,-12% - 1.2509,-9%)
   +365d (1y): 1.1062,-19.2% (1.0794,-21% - 1.1338,-17%)
   +EOY (173d): 1.2317,-10.1% (1.2082,-12% - 1.2556,-8%)
   End-of-year outlook: 📉 Bearish Trend (-10.1%)
   Confidence: 84.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 173 days | EOY Target: 1.2317 (-10.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -1.69%
Rounded target for matching: -2%
Similar historical periods found: 601
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      601       53.6%      0.11%      0.11%      1.19%        0.01%        0.20%     -4.37%      6.10%
 14 days      601       54.6%      0.27%      0.19%      1.72%        0.06%        0.33%     -6.98%      5.14%
 30 days      601       55.4%      0.35%      0.17%      2.53%       -0.03%        0.37%    -11.84%      6.59%
 90 days      591       54.5%      0.62%      0.09%      4.24%       -0.25%        0.44%    -12.90%      9.43%
180 days      590       52.9%      0.58%      0.73%      7.02%        0.17%        1.30%    -17.09%     29.95%
365 days      581       54.6%      1.04%      0.68%      8.73%       -0.03%        1.39%    -16.77%     27.90%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.87%
Rounded target for matching: -5%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       48.1%     -0.05%     -0.02%      1.27%       -0.19%        0.16%     -3.99%      3.79%
 14 days      206       50.5%      0.02%     -0.13%      1.82%       -0.38%        0.12%     -5.56%      5.46%
 30 days      206       51.0%      0.15%     -0.05%      2.64%       -0.41%        0.32%     -8.40%      7.18%
 90 days      204       52.9%      0.36%     -0.06%      3.34%       -0.52%        0.40%    -11.85%     11.01%
180 days      204       49.5%     -0.03%      0.11%      5.14%       -0.60%        0.82%    -14.16%     17.52%
365 days      204       54.4%      1.32%      1.95%      8.90%        0.72%        3.18%    -16.46%     28.51%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7861, Window = 120 days) | Price: 0.6019 | Date: 2025-07-11 | Daily: +0.3% | MTD: -1.2% | QTD: -1.2% | YTD: +7.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6019 (0.5937,-1% - 0.6245,+4%)
   +30d (1m): 0.6218,+3.3% (0.6060,+1% - 0.6379,+6%)
   +60d (2m): 0.6349,+5.5% (0.6185,+3% - 0.6517,+8%)
   +90d (3m): 0.6483,+7.7% (0.6311,+5% - 0.6659,+11%)
   +180d (6m): 0.6902,+14.7% (0.6701,+11% - 0.7108,+18%)
   +365d (1y): 0.7850,+30.4% (0.7561,+26% - 0.8149,+35%)
   +EOY (173d): 0.6868,+14.1% (0.6670,+11% - 0.7072,+17%)
   End-of-year outlook: 📈 Bullish Trend (+14.1%)
   Confidence: 78.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 173 days | EOY Target: 0.6868 (+14.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 1.40%
Rounded target for matching: 1%
Similar historical periods found: 474
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      474       51.5%      0.06%     -0.10%      1.87%       -0.27%        0.07%     -9.31%      5.05%
 14 days      474       48.1%     -0.12%     -0.08%      2.62%       -0.31%        0.16%    -11.28%      7.17%
 30 days      474       48.9%     -0.18%     -0.03%      3.64%       -0.36%        0.29%    -14.84%      9.00%
 90 days      466       42.5%     -1.47%     -1.39%      6.48%       -1.98%       -0.80%    -28.38%     20.89%
180 days      461       33.4%     -3.34%     -2.80%      9.13%       -3.63%       -1.96%    -29.53%     34.11%
365 days      443       40.6%     -3.33%     -4.36%     11.73%       -5.45%       -3.26%    -28.51%     32.71%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.31%
Rounded target for matching: 6%
Similar historical periods found: 252
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      252       48.0%     -0.05%     -0.29%      1.84%       -0.51%       -0.06%     -8.75%      3.38%
 14 days      252       43.7%     -0.43%     -0.49%      2.53%       -0.81%       -0.18%     -8.07%      5.20%
 30 days      252       46.8%     -0.29%     -0.43%      3.34%       -0.85%       -0.02%     -8.98%      8.74%
 90 days      244       48.4%     -0.14%     -0.73%      5.44%       -1.41%       -0.04%    -16.31%     16.49%
180 days      244       47.5%     -0.32%      0.08%      8.64%       -1.00%        1.17%    -34.32%     25.31%
365 days      240       38.3%     -2.90%     -3.30%     10.41%       -4.63%       -1.98%    -27.36%     23.76%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.6768, Window = 1000 days) | Price: 147.05 | Date: 2025-07-11 | Daily: +0.6% | MTD: +2.3% | QTD: +2.3% | YTD: -6.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 147.05 (143.39,-2% - 178.75,+22%)
   +30d (1m): 161.45,+9.8% (144.60,-2% - 180.27,+23%)
   +60d (2m): 162.82,+10.7% (145.82,-1% - 181.80,+24%)
   +90d (3m): 164.20,+11.7% (147.05,+0% - 183.34,+25%)
   +180d (6m): 168.40,+14.5% (150.81,+3% - 188.05,+28%)
   +365d (1y): 177.39,+20.6% (158.82,+8% - 198.12,+35%)
   +EOY (173d): 168.07,+14.3% (150.51,+2% - 187.68,+28%)
   End-of-year outlook: 📈 Bullish Trend (+14.3%)
   Confidence: 67.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 52 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 173 days | EOY Target: 168.07 (+14.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 864
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      864       49.7%     -0.01%     -0.07%      1.37%       -0.16%        0.02%     -4.89%      4.70%
 14 days      864       51.7%      0.07%     -0.03%      2.05%       -0.16%        0.11%     -7.43%      9.13%
 30 days      864       54.3%      0.31%      0.31%      3.25%        0.09%        0.53%    -12.66%     13.38%
 90 days      863       56.2%      0.83%      1.31%      6.24%        0.89%        1.72%    -20.19%     20.32%
180 days      857       52.7%      0.68%      2.51%      9.54%        1.87%        3.15%    -18.28%     30.06%
365 days      852       57.7%      2.24%      5.25%     13.79%        4.33%        6.18%    -28.75%     36.86%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.84%
Rounded target for matching: -2%
Similar historical periods found: 594
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      594       50.7%      0.05%     -0.05%      1.57%       -0.17%        0.08%    -13.16%      5.99%
 14 days      594       53.7%      0.16%      0.00%      1.97%       -0.15%        0.16%    -13.54%      8.36%
 30 days      594       50.0%      0.00%     -0.05%      2.90%       -0.28%        0.18%    -10.11%     10.93%
 90 days      590       48.1%     -0.21%      0.51%      5.78%        0.04%        0.98%    -17.37%     19.63%
180 days      576       46.2%     -0.50%      1.03%      9.08%        0.29%        1.77%    -17.91%     32.57%
365 days      567       49.4%     -0.10%      3.23%     12.22%        2.23%        4.24%    -20.98%     33.03%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6183, Window = 1000 days) | Price: 0.6583 | Date: 2025-07-11 | Daily: +0.7% | MTD: +0.1% | QTD: +0.1% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6583 (0.5940,-10% - 0.6673,+1%)
   +30d (1m): 0.6271,-4.7% (0.5917,-10% - 0.6647,+1%)
   +60d (2m): 0.6247,-5.1% (0.5894,-10% - 0.6621,+1%)
   +90d (3m): 0.6222,-5.5% (0.5871,-11% - 0.6595,+0%)
   +180d (6m): 0.6150,-6.6% (0.5802,-12% - 0.6518,-1%)
   +365d (1y): 0.6003,-8.8% (0.5663,-14% - 0.6364,-3%)
   +EOY (173d): 0.6155,-6.5% (0.5807,-12% - 0.6524,-1%)
   End-of-year outlook: 📉 Bearish Trend (-6.5%)
   Confidence: 61.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 173 days | EOY Target: 0.6155 (-6.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 1.71%
Rounded target for matching: 2%
Similar historical periods found: 400
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      400       45.8%     -0.18%     -0.25%      1.59%       -0.41%       -0.10%     -7.52%      5.26%
 14 days      400       45.0%     -0.34%     -0.30%      2.50%       -0.55%       -0.06%    -12.05%      6.05%
 30 days      400       48.8%     -0.09%     -0.41%      3.42%       -0.75%       -0.08%    -13.89%      9.99%
 90 days      387       44.7%     -0.72%     -1.17%      8.15%       -1.99%       -0.36%    -37.30%     23.50%
180 days      383       42.6%     -1.92%     -2.04%     11.47%       -3.20%       -0.89%    -33.44%     37.04%
365 days      349       37.0%     -3.45%     -2.48%     13.53%       -3.90%       -1.05%    -26.46%     38.32%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.99%
Rounded target for matching: 5%
Similar historical periods found: 239
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      239       52.7%      0.12%     -0.12%      1.71%       -0.34%        0.09%     -7.52%      4.14%
 14 days      239       51.5%      0.09%     -0.04%      2.57%       -0.37%        0.28%    -10.15%      9.72%
 30 days      239       51.9%      0.11%     -0.14%      3.96%       -0.64%        0.37%    -15.32%     15.78%
 90 days      238       49.6%     -0.06%     -1.58%      9.14%       -2.75%       -0.42%    -35.07%     23.98%
180 days      238       41.2%     -2.93%     -3.11%     12.35%       -4.69%       -1.53%    -33.99%     34.58%
365 days      233       34.3%     -5.22%     -4.73%     12.81%       -6.38%       -3.08%    -26.13%     32.74%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8226
Best R-squared: 0.930570
Average annual growth: 4.9%

Valuation breakdown:
  🟡 FAIR_VALUE: 6 (75.0%) - Hold/Monitor

Optimal window distribution:
  120 days: 6 instruments (75.0%)
  1000 days: 2 instruments (25.0%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

======================================================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GC=F         0.9622   500      36.3 $3.3K          🟡FAIR         1.2    +0.9    +1.2    +2.4    +1.1    +1.1   +27.1
2    LE=F         0.9242   1000     14.4 $219.07        🟡FAIR         1.6    +0.0    +2.6    -2.8    +3.3    +3.3   +14.2
3    ES=F         0.9129   750      19.5 $6.3K          🟡FAIR        -0.2    +0.0    +0.0    +1.4    +1.0    +1.0    +6.0
4    KC=F         0.9064   500      67.5 $287.05        🟢UNDER      -28.6    +0.0    +0.5    -7.0    -6.4    -6.4   -10.7
5    DX=F         0.9045   120     -22.0 $97.47         🟡FAIR         1.6    +0.0    +0.8    +0.6    +1.1    +1.1   -10.0
6    NQ=F         0.9037   750      27.5 $23.0K         🟡FAIR        -2.1    +0.0    -0.0    +1.0    +0.4    +0.4    +8.0
7    YM=F         0.8792   750      13.2 $44.8K         🟡FAIR        -0.1    -0.3    -0.4    +1.3    +0.9    +0.9    +4.2
8    CC=F         0.8758   750      85.0 $8.1K          🟢UNDER      -36.1    +0.0    -9.0   -13.7   -11.9   -11.9   -30.6
9    ZS=F         0.8615   750     -15.8 $1.0K          🟡FAIR         6.0    +0.2    -2.5    -1.5    -0.7    -0.7    +1.8
10   SI=F         0.8540   750      21.7 $37.81         🟡FAIR         9.2    +2.1    +1.9    +5.3    +4.9    +4.9   +29.2
11   PA=F         0.8448   1000    -24.4 $1.2K          🔴OVER        49.6    +0.7    +8.3    +8.4    +8.1    +8.1   +32.0
12   SB=F         0.8412   180     -35.5 $16.26         🟡FAIR         0.6    -0.0    -0.2    +4.2    +0.3    +0.3   -15.8
13   OJ=F         0.8219   180     -75.2 $263.85        🔴OVER        24.8    -0.0   +17.0   +19.6   +22.7   +22.7   -47.1
14   HE=F         0.8084   120      85.3 $106.25        🟡FAIR        -1.1    +0.0    -1.2    -5.4    -3.4    -3.4   +31.2
15   ZB=F         0.7745   1000     -8.6 $113.97        🟡FAIR         5.7    -0.2    -0.2    -0.4    -1.3    -1.3    +0.2

📊 DISPLAYING 15 FUTURES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9622, Window = 500 days) | Price: $3.3K | Date: 2025-07-11 | Daily: +0.9% | MTD: +1.1% | QTD: +1.1% | YTD: +27.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.1K,-8% - $3.5K,+6%)
   +30d (1m): $3.4K,+2.6% ($3.2K,-4% - $3.7K,+10%)
   +60d (2m): $3.6K,+6.4% ($3.3K,-1% - $3.8K,+14%)
   +90d (3m): $3.7K,+10.4% ($3.4K,+3% - $4.0K,+18%)
   +180d (6m): $4.1K,+23.3% ($3.8K,+15% - $4.4K,+32%)
   +365d (1y): $5.2K,+54.8% ($4.8K,+44% - $5.6K,+66%)
   +EOY (173d): $4.1K,+22.3% ($3.8K,+14% - $4.4K,+31%)
   End-of-year outlook: 📈 Bullish Trend (+22.3%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 173 days | EOY Target: $4.1K (+22.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.90%
Rounded target for matching: 4%
Similar historical periods found: 302
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      302       58.9%      0.53%      0.43%      2.66%        0.13%        0.73%     -7.60%     11.46%
 14 days      302       58.3%      0.59%      0.88%      3.59%        0.47%        1.28%    -12.73%     13.45%
 30 days      302       60.3%      1.31%      1.62%      5.40%        1.01%        2.23%    -17.30%     21.07%
 90 days      301       73.4%      4.25%      4.58%      7.82%        3.69%        5.47%    -16.65%     32.26%
180 days      299       76.3%      8.63%      9.67%     13.54%        8.12%       11.21%    -22.11%     52.93%
365 days      292       83.9%     19.22%     19.89%     21.26%       17.44%       22.34%    -23.98%     71.04%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.99%
Rounded target for matching: 15%
Similar historical periods found: 117
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      117       49.6%     -0.02%     -0.16%      2.73%       -0.66%        0.34%     -6.16%      9.15%
 14 days      117       51.3%      0.07%      0.19%      3.84%       -0.52%        0.89%    -11.73%      9.21%
 30 days      117       49.6%     -0.11%      1.12%      5.94%        0.03%        2.21%    -13.57%     17.01%
 90 days      116       74.1%      6.71%      6.04%      8.41%        4.50%        7.59%    -11.24%     33.43%
180 days      115       75.7%     12.06%     10.20%     12.76%        7.84%       12.55%    -27.46%     36.73%
365 days       95       87.4%     13.86%     16.48%     17.07%       13.00%       19.96%    -23.67%     49.42%


========================================================================================================================

Chart 2: LE=F (R² = 0.9242, Window = 1000 days) | Price: $219.07 | Date: 2025-07-11 | Daily: +0.0% | MTD: +3.3% | QTD: +3.3% | YTD: +14.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $219.07 ($197.66,-10% - $235.18,+7%)
   +30d (1m): $219.09,+0.0% ($200.86,-8% - $238.98,+9%)
   +60d (2m): $222.63,+1.6% ($204.10,-7% - $242.85,+11%)
   +90d (3m): $226.23,+3.3% ($207.39,-5% - $246.78,+13%)
   +180d (6m): $237.38,+8.4% ($217.60,-1% - $258.96,+18%)
   +365d (1y): $262.05,+19.6% ($240.18,+10% - $285.91,+31%)
   +EOY (173d): $236.49,+8.0% ($216.79,-1% - $257.99,+18%)
   End-of-year outlook: 📈 Bullish Trend (+8.0%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 173 days | EOY Target: $236.49 (+8.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.05%
Rounded target for matching: 2%
Similar historical periods found: 384
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      384       58.6%      0.54%      0.46%      2.57%        0.21%        0.72%     -7.26%     11.18%
 14 days      384       60.7%      1.11%      1.17%      3.55%        0.82%        1.53%    -11.95%     14.95%
 30 days      384       65.9%      1.87%      1.31%      4.92%        0.81%        1.80%    -15.62%     16.04%
 90 days      376       69.7%      5.21%      3.50%      8.76%        2.61%        4.39%    -23.13%     26.47%
180 days      356       69.1%      5.68%      5.36%     10.34%        4.29%        6.44%    -22.87%     29.38%
365 days      342       68.4%     11.72%      9.87%     16.37%        8.13%       11.61%    -37.90%     49.18%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.95%
Rounded target for matching: 14%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       47.0%     -0.11%     -0.17%      2.80%       -0.65%        0.31%     -8.30%     10.42%
 14 days      134       50.0%      0.07%     -0.18%      3.53%       -0.79%        0.42%     -8.42%      8.31%
 30 days      134       47.8%     -0.29%     -0.82%      5.02%       -1.67%        0.04%    -13.24%     12.07%
 90 days      133       28.6%     -3.92%     -4.99%      8.00%       -6.36%       -3.62%    -30.56%     12.29%
180 days      133       44.4%     -1.76%      0.95%     11.50%       -1.02%        2.92%    -19.93%     32.90%
365 days      133       61.7%      3.72%      1.93%     15.44%       -0.71%        4.58%    -25.11%     32.70%


========================================================================================================================

Chart 3: ES=F (R² = 0.9129, Window = 750 days) | Price: $6.3K | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.0% | QTD: +1.0% | YTD: +6.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.3K ($5.8K,-9% - $6.9K,+10%)
   +30d (1m): $6.5K,+2.3% ($5.9K,-7% - $7.1K,+12%)
   +60d (2m): $6.6K,+4.5% ($6.0K,-5% - $7.2K,+15%)
   +90d (3m): $6.7K,+6.7% ($6.1K,-3% - $7.4K,+17%)
   +180d (6m): $7.2K,+13.8% ($6.5K,+4% - $7.9K,+25%)
   +365d (1y): $8.2K,+29.7% ($7.4K,+18% - $9.0K,+42%)
   +EOY (173d): $7.1K,+13.2% ($6.5K,+3% - $7.8K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+13.2%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 173 days | EOY Target: $7.1K (+13.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.57%
Rounded target for matching: 8%
Similar historical periods found: 194
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      194       55.2%      0.21%     -0.02%      2.24%       -0.34%        0.30%     -8.18%      5.54%
 14 days      194       57.7%      0.47%     -0.01%      2.95%       -0.42%        0.41%    -12.39%      7.14%
 30 days      194       56.2%      0.62%      0.22%      4.13%       -0.37%        0.80%    -22.85%      9.68%
 90 days      194       63.4%      3.57%      2.71%      6.69%        1.77%        3.66%    -16.74%     15.29%
180 days      192       71.4%      6.69%      5.72%     11.58%        4.07%        7.37%    -40.98%     29.30%
365 days      171       81.9%     18.30%     12.05%     18.55%        9.25%       14.85%    -48.93%     48.82%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.97%
Rounded target for matching: 9%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       65.4%      0.66%      0.36%      1.82%        0.15%        0.57%     -5.60%      5.36%
 14 days      292       65.1%      0.94%      0.55%      2.83%        0.23%        0.88%    -16.44%      6.18%
 30 days      292       59.6%      1.11%      0.25%      4.95%       -0.32%        0.82%    -24.55%     10.91%
 90 days      292       71.6%      4.46%      3.01%      6.46%        2.27%        3.76%    -14.06%     19.60%
180 days      285       83.5%      7.20%      6.48%      9.01%        5.43%        7.53%    -30.42%     28.25%
365 days      251       78.5%     14.41%     12.69%     15.26%       10.79%       14.58%    -40.78%     46.47%


========================================================================================================================

Chart 4: KC=F (R² = 0.9064, Window = 500 days) | Price: $287.05 | Date: 2025-07-11 | Daily: +0.0% | MTD: -6.4% | QTD: -6.4% | YTD: -10.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $287.05 ($333.55,+16% - $484.98,+69%)
   +30d (1m): $427.66,+49.0% ($354.61,+24% - $515.75,+80%)
   +60d (2m): $454.73,+58.4% ($377.00,+31% - $548.49,+91%)
   +90d (3m): $483.51,+68.4% ($400.79,+40% - $583.30,+103%)
   +180d (6m): $581.26,+102.5% ($481.52,+68% - $701.65,+144%)
   +365d (1y): $848.66,+195.6% ($701.84,+145% - $1.0K,+257%)
   +EOY (173d): $572.99,+99.6% ($474.69,+65% - $691.64,+141%)
   End-of-year outlook: 📈 Bullish Trend (+99.6%)
   Confidence: 90.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $572.99 (+99.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.94%
Rounded target for matching: -25%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       66.7%      4.14%      2.99%      4.07%       -1.28%        7.26%     -3.13%      8.03%
 14 days        6       83.3%      2.81%      4.45%      6.10%       -1.95%       10.85%     -2.83%     16.39%
 30 days        6       83.3%      4.41%      6.99%      9.43%       -2.91%       16.89%     -4.20%     23.85%
 90 days        6        0.0%     -3.50%     -3.27%      1.07%       -4.40%       -2.15%     -4.67%     -1.09%
180 days        6       50.0%     -2.30%     -5.84%     12.76%      -19.23%        7.55%    -26.13%      7.94%
365 days        6       83.3%     23.35%     26.72%     40.76%      -16.05%       69.50%    -28.88%    106.46%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.90%
Rounded target for matching: -29%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%     -1.49%     -0.06%      5.23%       -2.85%        2.73%    -10.50%     10.94%
 14 days       16       56.2%      0.41%      0.13%      7.96%       -4.11%        4.37%    -13.81%     18.10%
 30 days       16       62.5%      1.62%      2.23%      9.17%       -2.65%        7.12%    -11.75%     16.40%
 90 days       16       50.0%      0.17%     -0.30%     10.72%       -6.01%        5.40%    -17.12%     23.07%
180 days       16       18.8%    -10.46%    -10.20%      9.51%      -15.27%       -5.14%    -29.28%      9.00%
365 days       16       62.5%      8.68%      4.86%     26.45%       -9.23%       18.96%    -34.57%     45.44%


========================================================================================================================

Chart 5: DX=F (R² = 0.9045, Window = 120 days) | Price: $97.47 | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.1% | QTD: +1.1% | YTD: -10.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.47 ($93.85,-4% - $98.13,+1%)
   +30d (1m): $93.17,-4.4% ($91.09,-7% - $95.31,-2%)
   +60d (2m): $90.46,-7.2% ($88.40,-9% - $92.58,-5%)
   +90d (3m): $87.83,-9.9% ($85.78,-12% - $89.93,-8%)
   +180d (6m): $80.39,-17.5% ($78.32,-20% - $82.51,-15%)
   +365d (1y): $67.01,-31.2% ($64.84,-33% - $69.25,-29%)
   +EOY (173d): $80.94,-17.0% ($78.88,-19% - $83.06,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.0%)
   Confidence: 90.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 173 days | EOY Target: $80.94 (-17.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.38%
Rounded target for matching: -3%
Similar historical periods found: 505
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      505       44.4%     -0.17%     -0.16%      1.26%       -0.27%       -0.05%     -3.49%      3.67%
 14 days      505       43.8%     -0.30%     -0.26%      1.81%       -0.42%       -0.10%     -5.13%      5.23%
 30 days      505       46.5%     -0.27%     -0.37%      2.57%       -0.59%       -0.14%     -6.87%      8.00%
 90 days      495       43.0%     -0.79%     -0.38%      3.92%       -0.73%       -0.04%     -8.47%     10.04%
180 days      495       43.6%     -1.56%     -0.58%      6.18%       -1.13%       -0.04%    -12.94%     19.15%
365 days      479       52.4%      0.29%      0.37%      8.73%       -0.42%        1.15%    -21.03%     25.90%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.31%
Rounded target for matching: -6%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       48.0%     -0.10%      0.02%      1.16%       -0.13%        0.18%     -3.15%      3.67%
 14 days      221       48.9%     -0.06%     -0.09%      1.71%       -0.32%        0.13%     -4.47%      5.38%
 30 days      221       49.8%     -0.10%     -0.32%      2.45%       -0.64%        0.00%     -7.06%      4.91%
 90 days      217       38.2%     -1.40%     -0.49%      4.31%       -1.07%        0.08%     -8.01%      9.92%
180 days      217       48.4%     -0.14%      0.49%      7.47%       -0.51%        1.49%    -14.11%     21.24%
365 days      217       57.6%      1.20%     -0.54%      7.86%       -1.60%        0.51%    -20.54%     12.66%


========================================================================================================================

Chart 6: NQ=F (R² = 0.9037, Window = 750 days) | Price: $23.0K | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.4% | QTD: +0.4% | YTD: +8.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $23.0K ($20.5K,-11% - $26.8K,+17%)
   +30d (1m): $24.2K,+5.2% ($21.1K,-8% - $27.6K,+20%)
   +60d (2m): $24.9K,+8.3% ($21.7K,-5% - $28.4K,+24%)
   +90d (3m): $25.6K,+11.5% ($22.4K,-3% - $29.3K,+27%)
   +180d (6m): $27.9K,+21.6% ($24.4K,+6% - $31.9K,+39%)
   +365d (1y): $33.4K,+45.3% ($29.2K,+27% - $38.2K,+66%)
   +EOY (173d): $27.7K,+20.8% ($24.2K,+6% - $31.7K,+38%)
   End-of-year outlook: 📈 Bullish Trend (+20.8%)
   Confidence: 90.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 173 days | EOY Target: $27.7K (+20.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 9.64%
Rounded target for matching: 10%
Similar historical periods found: 188
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      188       62.8%      0.59%      0.25%      2.86%       -0.17%        0.66%     -9.57%      8.58%
 14 days      188       67.6%      1.52%      1.17%      3.67%        0.64%        1.70%     -9.61%      9.80%
 30 days      188       66.0%      2.51%      1.62%      5.81%        0.79%        2.46%    -18.75%     14.70%
 90 days      186       76.3%      4.83%      4.05%      9.58%        2.66%        5.44%    -38.98%     26.22%
180 days      184       84.2%     12.81%     10.81%     14.65%        8.68%       12.94%    -49.01%     39.59%
365 days      177       84.7%     22.39%     23.22%     26.36%       19.30%       27.13%    -48.45%     68.74%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.59%
Rounded target for matching: 13%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       60.2%      0.84%      0.52%      2.73%        0.14%        0.91%    -11.02%      8.58%
 14 days      196       61.7%      0.91%      0.37%      3.96%       -0.18%        0.93%    -15.08%      9.24%
 30 days      196       57.7%      1.39%      0.70%      5.45%       -0.07%        1.47%    -13.90%     11.45%
 90 days      196       66.3%      4.18%      2.31%     11.38%        0.70%        3.91%    -36.99%     26.22%
180 days      190       74.2%     11.83%      8.61%     16.53%        6.24%       10.97%    -45.89%     46.46%
365 days      183       80.9%     17.87%     16.87%     25.42%       13.16%       20.57%    -45.97%     70.02%


========================================================================================================================

Chart 7: YM=F (R² = 0.8792, Window = 750 days) | Price: $44.8K | Date: 2025-07-11 | Daily: -0.3% | MTD: +0.9% | QTD: +0.9% | YTD: +4.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.8K ($41.5K,-7% - $48.4K,+8%)
   +30d (1m): $45.5K,+1.6% ($42.1K,-6% - $49.2K,+10%)
   +60d (2m): $46.2K,+3.1% ($42.7K,-5% - $49.9K,+11%)
   +90d (3m): $46.9K,+4.7% ($43.3K,-3% - $50.6K,+13%)
   +180d (6m): $49.0K,+9.4% ($45.3K,+1% - $52.9K,+18%)
   +365d (1y): $53.6K,+19.9% ($49.6K,+11% - $58.0K,+30%)
   +EOY (173d): $48.8K,+9.0% ($45.1K,+1% - $52.8K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+9.0%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 44 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 173 days | EOY Target: $48.8K (+9.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.33%
Rounded target for matching: 5%
Similar historical periods found: 397
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      397       60.7%      0.48%      0.26%      2.00%        0.07%        0.46%     -7.91%      6.23%
 14 days      397       66.0%      0.79%      0.48%      2.88%        0.20%        0.77%    -11.46%      8.90%
 30 days      397       63.2%      1.49%      0.82%      5.14%        0.32%        1.33%    -30.60%     11.43%
 90 days      397       74.1%      3.12%      2.58%      7.30%        1.86%        3.30%    -29.38%     21.82%
180 days      389       79.2%      7.43%      6.55%      8.88%        5.66%        7.43%    -38.49%     34.46%
365 days      370       91.4%     17.07%     14.47%     12.86%       13.15%       15.78%    -50.66%     43.30%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.08%
Rounded target for matching: 5%
Similar historical periods found: 287
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      287       56.8%      0.26%      0.02%      2.21%       -0.24%        0.27%     -6.58%      9.39%
 14 days      287       55.7%      0.60%      0.05%      3.00%       -0.30%        0.40%    -17.81%      9.02%
 30 days      287       52.3%      0.38%      0.06%      4.36%       -0.44%        0.57%    -27.65%     12.71%
 90 days      287       67.6%      2.80%      2.14%      6.10%        1.43%        2.85%    -15.82%     22.99%
180 days      274       74.1%      6.61%      5.92%      9.73%        4.76%        7.07%    -20.83%     29.53%
365 days      257       81.7%     13.55%     10.93%     16.26%        8.93%       12.92%    -48.70%     43.02%


========================================================================================================================

Chart 8: CC=F (R² = 0.8758, Window = 750 days) | Price: $8.1K | Date: 2025-07-11 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -30.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.5K,+6% - $18.7K,+132%)
   +30d (1m): $13.6K,+68.5% ($9.2K,+14% - $20.1K,+149%)
   +60d (2m): $14.6K,+81.3% ($9.9K,+22% - $21.7K,+168%)
   +90d (3m): $15.8K,+95.1% ($10.6K,+32% - $23.3K,+189%)
   +180d (6m): $19.6K,+143.0% ($13.3K,+64% - $29.1K,+260%)
   +365d (1y): $30.8K,+281.7% ($20.8K,+157% - $45.7K,+466%)
   +EOY (173d): $19.3K,+138.9% ($13.0K,+61% - $28.6K,+254%)
   End-of-year outlook: 📈 Bullish Trend (+138.9%)
   Confidence: 87.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 173 days | EOY Target: $19.3K (+138.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.53%
Rounded target for matching: -14%
Similar historical periods found: 80
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       80       58.8%      1.10%      1.77%      5.80%        0.48%        3.06%     -8.86%     26.20%
 14 days       80       56.2%      3.03%      2.88%      8.38%        1.01%        4.74%    -15.57%     34.03%
 30 days       80       68.8%      4.43%      4.73%     11.28%        2.22%        7.24%    -20.49%     35.17%
 90 days       79       60.8%      6.01%      6.74%     16.59%        3.02%       10.46%    -23.12%     48.24%
180 days       79       53.2%      3.97%      6.89%     19.47%        2.53%       11.25%    -30.67%     66.38%
365 days       71       70.4%      9.73%     17.02%     40.82%        7.35%       26.68%    -37.08%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.81%
Rounded target for matching: -2%
Similar historical periods found: 168
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      168       45.8%     -0.50%     -0.42%      4.80%       -1.15%        0.31%    -11.95%     13.98%
 14 days      168       54.2%      0.60%      0.51%      6.91%       -0.55%        1.56%    -17.68%     34.18%
 30 days      168       57.7%      2.20%      1.77%      8.93%        0.41%        3.13%    -27.77%     27.34%
 90 days      168       59.5%      5.58%      5.93%     16.52%        3.41%        8.45%    -33.70%     54.73%
180 days      168       67.3%      6.92%      8.75%     20.95%        5.56%       11.94%    -36.98%     75.73%
365 days      166       60.8%      6.84%     18.78%     48.19%       11.39%       26.16%    -41.63%    338.67%


========================================================================================================================

Chart 9: ZS=F (R² = 0.8615, Window = 750 days) | Price: $1.0K | Date: 2025-07-11 | Daily: +0.2% | MTD: -0.7% | QTD: -0.7% | YTD: +1.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($851.24,-16% - $1.1K,+6%)
   +30d (1m): $937.31,-7.6% ($833.93,-18% - $1.1K,+4%)
   +60d (2m): $918.28,-9.5% ($816.96,-19% - $1.0K,+2%)
   +90d (3m): $899.64,-11.3% ($800.34,-21% - $1.0K,-0%)
   +180d (6m): $845.95,-16.6% ($752.47,-26% - $951.05,-6%)
   +365d (1y): $745.44,-26.5% ($662.81,-35% - $838.38,-17%)
   +EOY (173d): $850.01,-16.2% ($756.09,-25% - $955.60,-6%)
   End-of-year outlook: 📉 Bearish Trend (-16.2%)
   Confidence: 86.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 173 days | EOY Target: $850.01 (-16.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -2.83%
Rounded target for matching: -3%
Similar historical periods found: 262
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      262       55.0%      0.37%      0.24%      3.69%       -0.21%        0.69%    -20.34%     11.82%
 14 days      262       57.6%      0.85%      0.72%      5.53%        0.04%        1.39%    -32.62%     21.15%
 30 days      262       61.8%      1.81%      1.63%      7.68%        0.70%        2.56%    -42.03%     32.90%
 90 days      259       60.6%      1.73%      4.02%     13.52%        2.37%        5.68%    -33.28%     49.37%
180 days      257       51.4%      0.63%      5.31%     21.18%        2.71%        7.91%    -30.58%     71.04%
365 days      255       58.4%      5.96%      9.75%     29.38%        6.12%       13.37%    -39.41%    139.08%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.63%
Rounded target for matching: 2%
Similar historical periods found: 209
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      209       48.3%     -0.25%     -0.39%      4.10%       -0.95%        0.17%    -26.42%     11.63%
 14 days      209       58.4%      0.68%      0.05%      6.34%       -0.81%        0.92%    -34.54%     15.98%
 30 days      209       55.0%      0.75%      0.00%      8.91%       -1.21%        1.22%    -37.66%     20.90%
 90 days      200       47.5%     -1.08%      1.48%     15.37%       -0.67%        3.62%    -45.87%     39.09%
180 days      189       50.8%      0.65%      5.55%     20.87%        2.56%        8.55%    -35.18%     77.72%
365 days      186       58.1%      5.25%     13.77%     34.42%        8.79%       18.75%    -38.44%    113.41%


========================================================================================================================

Chart 10: SI=F (R² = 0.8540, Window = 750 days) | Price: $37.81 | Date: 2025-07-11 | Daily: +2.1% | MTD: +4.9% | QTD: +4.9% | YTD: +29.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $37.81 ($30.17,-20% - $39.72,+5%)
   +30d (1m): $35.44,-6.3% ($30.89,-18% - $40.66,+8%)
   +60d (2m): $36.28,-4.1% ($31.62,-16% - $41.63,+10%)
   +90d (3m): $37.14,-1.8% ($32.36,-14% - $42.61,+13%)
   +180d (6m): $39.84,+5.4% ($34.71,-8% - $45.72,+21%)
   +365d (1y): $46.02,+21.7% ($40.08,+6% - $52.84,+40%)
   +EOY (173d): $39.62,+4.8% ($34.52,-9% - $45.47,+20%)
   End-of-year outlook: ➡️ Sideways Trend (+4.8%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈18%)
   📅 Days until EOY 2025: 173 days | EOY Target: $39.62 (+4.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 16.74%
Rounded target for matching: 17%
Similar historical periods found: 74
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       74       54.1%      0.78%      0.60%      4.96%       -0.55%        1.75%    -11.50%     12.71%
 14 days       74       52.7%      0.50%      0.57%      8.40%       -1.37%        2.52%    -26.70%     16.77%
 30 days       74       48.6%     -1.39%      1.41%     13.44%       -1.70%        4.53%    -27.52%     45.42%
 90 days       74       44.6%     -1.93%      4.08%     21.28%       -0.85%        9.01%    -35.91%     58.31%
180 days       72       61.1%      9.21%      5.97%     24.01%        0.32%       11.61%    -48.95%     78.27%
365 days       69       72.5%     23.97%     20.40%     31.50%       12.83%       27.97%    -39.16%    124.73%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.76%
Rounded target for matching: 18%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       60.3%      1.54%      1.36%      5.67%       -0.13%        2.85%     -8.80%     15.98%
 14 days       58       55.2%      1.48%      1.94%      7.28%        0.03%        3.85%    -11.42%     22.15%
 30 days       58       50.0%      0.45%      2.74%      9.72%        0.18%        5.29%    -15.44%     24.90%
 90 days       58       46.6%     -2.06%     -0.95%     16.63%       -5.32%        3.43%    -30.55%     64.06%
180 days       58       63.8%      5.05%      2.60%     20.50%       -2.79%        7.99%    -38.72%     51.82%
365 days       57       71.9%     30.68%     29.35%     41.38%       18.37%       40.33%    -41.03%    119.09%


========================================================================================================================

Chart 11: PA=F (R² = 0.8448, Window = 1000 days) | Price: $1.2K | Date: 2025-07-11 | Daily: +0.7% | MTD: +8.1% | QTD: +8.1% | YTD: +32.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.2K ($609.82,-49% - $1.0K,-12%)
   +30d (1m): $772.86,-35.3% ($589.81,-51% - $1.0K,-15%)
   +60d (2m): $747.53,-37.4% ($570.45,-52% - $979.58,-18%)
   +90d (3m): $723.03,-39.5% ($551.72,-54% - $947.53,-21%)
   +180d (6m): $654.24,-45.3% ($499.14,-58% - $857.54,-28%)
   +365d (1y): $532.71,-55.4% ($406.23,-66% - $698.57,-42%)
   +EOY (173d): $659.35,-44.8% ($503.04,-58% - $864.22,-28%)
   End-of-year outlook: 📉 Bearish Trend (-44.8%)
   Confidence: 84.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $659.35 (-44.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 22.19%
Rounded target for matching: 22%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       62.3%      1.66%      2.24%      6.08%        0.56%        3.91%     -7.38%     15.25%
 14 days       53       60.4%      3.19%      3.49%      9.48%        0.88%        6.10%    -19.88%     21.50%
 30 days       53       60.4%      4.31%      5.15%     13.07%        1.55%        8.75%    -30.49%     30.60%
 90 days       53       56.6%      2.61%      8.67%     22.53%        2.46%       14.88%    -23.73%     52.11%
180 days       53       67.9%     13.43%     14.57%     33.73%        5.28%       23.87%    -50.36%    135.93%
365 days       52       53.8%     13.31%     23.22%     69.90%        3.76%       42.68%    -61.31%    241.72%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.63%
Rounded target for matching: 26%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       57.1%      0.89%     -0.39%      8.02%       -2.54%        1.76%    -30.50%     12.98%
 14 days       56       64.3%      2.40%      2.35%      8.06%        0.19%        4.51%    -14.70%     26.89%
 30 days       56       62.5%      3.48%      1.75%     16.00%       -2.53%        6.04%    -49.41%     44.39%
 90 days       56       50.0%      1.96%     11.26%     31.49%        2.82%       19.69%    -63.02%     70.93%
180 days       56       69.6%     15.54%     14.84%     41.15%        3.82%       25.86%    -64.81%    143.56%
365 days       56       58.9%     19.38%     29.15%     69.60%       10.51%       47.79%    -65.03%    271.14%


========================================================================================================================

Chart 12: SB=F (R² = 0.8412, Window = 180 days) | Price: $16.26 | Date: 2025-07-11 | Daily: -0.0% | MTD: +0.3% | QTD: +0.3% | YTD: -15.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $16.26 ($14.94,-8% - $17.48,+8%)
   +30d (1m): $15.34,-5.7% ($14.18,-13% - $16.60,+2%)
   +60d (2m): $14.56,-10.4% ($13.45,-17% - $15.77,-3%)
   +90d (3m): $13.82,-15.0% ($12.76,-22% - $14.98,-8%)
   +180d (6m): $11.82,-27.3% ($10.87,-33% - $12.84,-21%)
   +365d (1y): $8.57,-47.3% ($7.81,-52% - $9.40,-42%)
   +EOY (173d): $11.96,-26.4% ($11.01,-32% - $13.00,-20%)
   End-of-year outlook: 📉 Bearish Trend (-26.4%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 173 days | EOY Target: $11.96 (-26.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -8.14%
Rounded target for matching: -8%
Similar historical periods found: 146
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      146       47.9%     -0.17%     -0.01%      4.98%       -0.82%        0.81%    -13.09%     10.69%
 14 days      146       48.6%     -0.18%      0.27%      7.10%       -0.89%        1.43%    -25.03%     17.65%
 30 days      146       51.4%      0.10%      1.18%     11.25%       -0.66%        3.02%    -32.97%     31.89%
 90 days      144       47.2%     -1.44%      1.98%     19.00%       -1.15%        5.10%    -31.74%     79.50%
180 days      137       43.8%     -4.22%      6.48%     30.35%        1.35%       11.61%    -40.38%    107.92%
365 days      129       60.5%     16.53%     16.31%     36.06%       10.03%       22.59%    -49.65%    134.12%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.17%
Rounded target for matching: -10%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       41.1%     -0.83%     -0.49%      4.74%       -1.33%        0.35%    -11.08%     19.02%
 14 days      124       32.3%     -2.27%     -1.28%      6.85%       -2.50%       -0.06%    -13.83%     29.63%
 30 days      124       35.5%     -3.22%     -2.51%      8.76%       -4.07%       -0.95%    -18.55%     35.11%
 90 days      118       39.0%     -3.78%     -2.67%     16.68%       -5.71%        0.37%    -36.64%     61.75%
180 days      118       37.3%     -4.57%     -1.60%     23.41%       -5.87%        2.67%    -34.72%    118.16%
365 days      112       42.9%     -4.76%      5.93%     33.92%       -0.42%       12.28%    -46.85%    112.51%


========================================================================================================================

Chart 13: OJ=F (R² = 0.8219, Window = 180 days) | Price: $263.85 | Date: 2025-07-11 | Daily: -0.0% | MTD: +22.7% | QTD: +22.7% | YTD: -47.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $263.85 ($161.79,-39% - $276.12,+5%)
   +30d (1m): $179.01,-32.2% ($136.80,-48% - $234.24,-11%)
   +60d (2m): $151.60,-42.5% ($115.61,-56% - $198.81,-25%)
   +90d (3m): $128.40,-51.3% ($97.65,-63% - $168.82,-36%)
   +180d (6m): $78.00,-70.4% ($58.71,-78% - $103.63,-61%)
   +365d (1y): $28.00,-89.4% ($20.41,-92% - $38.41,-85%)
   +EOY (173d): $81.08,-69.3% ($61.09,-77% - $107.62,-59%)
   End-of-year outlook: 📉 Bearish Trend (-69.3%)
   Confidence: 82.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $81.08 (-69.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.34%
Rounded target for matching: 13%
Similar historical periods found: 127
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      127       41.7%     -0.77%     -0.29%      5.24%       -1.21%        0.63%    -15.63%     19.10%
 14 days      127       46.5%     -0.68%      0.11%      7.12%       -1.14%        1.36%    -18.58%     16.50%
 30 days      127       56.7%      0.78%      0.79%      9.16%       -0.82%        2.40%    -25.42%     32.99%
 90 days      127       48.8%     -0.99%      0.07%     17.31%       -2.97%        3.11%    -47.57%     37.29%
180 days      126       57.1%      3.63%      4.57%     29.13%       -0.57%        9.71%    -54.39%     74.43%
365 days      117       48.7%     -1.92%     16.23%     50.53%        6.97%       25.48%    -42.66%    125.10%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.03%
Rounded target for matching: -11%
Similar historical periods found: 94
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       94       57.4%      1.02%      1.60%      5.43%        0.49%        2.71%    -12.90%     17.92%
 14 days       94       57.4%      0.37%      2.11%      8.26%        0.42%        3.80%    -24.51%     26.48%
 30 days       94       50.0%     -0.04%      1.93%     12.72%       -0.67%        4.54%    -35.60%     45.57%
 90 days       94       40.4%     -2.81%      0.81%     21.65%       -3.62%        5.25%    -33.89%     56.18%
180 days       94       42.6%    -10.52%      0.37%     30.04%       -5.78%        6.52%    -39.20%     79.16%
365 days       93       53.8%      7.61%     16.36%     43.19%        7.46%       25.25%    -47.08%    130.72%


========================================================================================================================

Chart 14: HE=F (R² = 0.8084, Window = 120 days) | Price: $106.25 | Date: 2025-07-11 | Daily: +0.0% | MTD: -3.4% | QTD: -3.4% | YTD: +31.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $106.25 ($98.86,-7% - $116.73,+10%)
   +30d (1m): $115.61,+8.8% ($106.27,+0% - $125.78,+18%)
   +60d (2m): $124.42,+17.1% ($114.17,+7% - $135.60,+28%)
   +90d (3m): $133.90,+26.0% ($122.60,+15% - $146.24,+38%)
   +180d (6m): $166.90,+57.1% ($151.48,+43% - $183.89,+73%)
   +365d (1y): $262.49,+147.0% ($232.14,+118% - $296.80,+179%)
   +EOY (173d): $164.06,+54.4% ($149.02,+40% - $180.62,+70%)
   End-of-year outlook: 📈 Bullish Trend (+54.4%)
   Confidence: 80.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 173 days | EOY Target: $164.06 (+54.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.57%
Rounded target for matching: 18%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       68.2%      3.05%      1.59%      6.63%       -0.04%        3.22%    -22.59%     20.76%
 14 days       66       74.2%      3.43%      2.68%      8.19%        0.67%        4.69%    -20.34%     21.97%
 30 days       66       54.5%      3.58%      1.26%     13.46%       -2.05%        4.57%    -35.27%     35.02%
 90 days       66       34.8%     -8.97%     -5.22%     19.73%      -10.07%       -0.37%    -37.48%     43.87%
180 days       66       31.8%     -8.56%     -5.37%     20.66%      -10.44%       -0.29%    -34.08%    102.81%
365 days       64       34.4%     -7.97%     -2.22%     25.38%       -8.56%        4.12%    -33.42%     82.17%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.94%
Rounded target for matching: 27%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       41.9%     -0.93%     -1.07%      7.17%       -3.27%        1.14%    -19.87%     16.90%
 14 days       43       46.5%     -0.84%     -0.65%      8.46%       -3.25%        1.96%    -26.22%     24.18%
 30 days       43       51.2%      0.61%     -0.27%     11.28%       -3.74%        3.20%    -29.78%     26.19%
 90 days       42       28.6%    -13.90%     -5.27%     26.26%      -13.45%        2.91%    -50.26%     68.38%
180 days       42       23.8%     -8.18%     -6.01%     18.99%      -11.93%       -0.10%    -54.75%     65.16%
365 days       39       25.6%    -19.84%     -8.58%     30.35%      -18.42%        1.25%    -56.20%     60.86%


========================================================================================================================

Chart 15: ZB=F (R² = 0.7745, Window = 1000 days) | Price: $113.97 | Date: 2025-07-11 | Daily: -0.2% | MTD: -1.3% | QTD: -1.3% | YTD: +0.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $113.97 ($96.70,-15% - $120.18,+5%)
   +30d (1m): $106.66,-6.4% ($95.67,-16% - $118.91,+4%)
   +60d (2m): $105.53,-7.4% ($94.66,-17% - $117.66,+3%)
   +90d (3m): $104.41,-8.4% ($93.65,-18% - $116.41,+2%)
   +180d (6m): $101.13,-11.3% ($90.70,-20% - $112.76,-1%)
   +365d (1y): $94.70,-16.9% ($84.92,-25% - $105.61,-7%)
   +EOY (173d): $101.38,-11.0% ($90.93,-20% - $113.04,-1%)
   End-of-year outlook: 📉 Bearish Trend (-11.0%)
   Confidence: 77.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 49 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 173 days | EOY Target: $101.38 (-11.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.41%
Rounded target for matching: 0%
Similar historical periods found: 631
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      631       54.8%      0.18%      0.15%      1.57%        0.02%        0.27%     -4.51%      7.31%
 14 days      631       53.9%      0.24%      0.22%      2.17%        0.05%        0.39%     -5.24%     13.10%
 30 days      631       51.7%      0.22%      0.52%      3.52%        0.24%        0.79%    -10.83%     13.75%
 90 days      627       53.9%      0.43%      0.99%      5.79%        0.54%        1.45%    -15.15%     18.56%
180 days      626       55.4%      1.30%      1.35%      7.89%        0.73%        1.97%    -20.21%     21.79%
365 days      614       48.9%     -0.41%      1.37%     10.60%        0.53%        2.21%    -24.53%     29.62%


========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.77%
Rounded target for matching: -4%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       52.7%      0.10%     -0.04%      1.57%       -0.22%        0.14%     -5.42%      3.98%
 14 days      298       53.4%      0.18%     -0.03%      2.16%       -0.27%        0.22%     -6.34%      4.67%
 30 days      298       54.7%      0.39%      0.11%      3.49%       -0.29%        0.51%    -10.75%      9.83%
 90 days      293       57.3%      1.54%      0.68%      6.56%       -0.08%        1.43%    -15.06%     15.64%
180 days      290       54.8%      2.05%      1.80%      9.01%        0.76%        2.84%    -23.10%     18.56%
365 days      281       62.3%      4.00%      3.64%     14.63%        1.92%        5.35%    -24.00%     32.56%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 3 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    CC=F            36.1 0.8758       85.0 $8.1K              56.6 750     +0.0   -11.9   -11.9   -30.6
2    KC=F            28.6 0.9064       67.5 $287.05            40.1 500     +0.0    -6.4    -6.4   -10.7
3    NG=F            19.7 0.7451       80.6 $3.36              24.6 365     +0.7    -2.6    -2.6    -8.0

📊 DISPLAYING 3 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 36.1%, Window = 750 days) | Price: $8.1K | Date: 2025-07-11 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -30.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.5K,+6% - $18.7K,+132%)
   +30d (1m): $13.6K,+68.5% ($9.2K,+14% - $20.1K,+149%)
   +60d (2m): $14.6K,+81.3% ($9.9K,+22% - $21.7K,+168%)
   +90d (3m): $15.8K,+95.1% ($10.6K,+32% - $23.3K,+189%)
   +180d (6m): $19.6K,+143.0% ($13.3K,+64% - $29.1K,+260%)
   +365d (1y): $30.8K,+281.7% ($20.8K,+157% - $45.7K,+466%)
   +EOY (173d): $19.3K,+138.9% ($13.0K,+61% - $28.6K,+254%)
   End-of-year outlook: 📈 Bullish Trend (+138.9%)
   Confidence: 87.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 173 days | EOY Target: $19.3K (+138.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.53%
Rounded target for matching: -14%
Similar historical periods found: 80
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       80       58.8%      1.10%      1.77%      5.80%        0.48%        3.06%     -8.86%     26.20%
 14 days       80       56.2%      3.03%      2.88%      8.38%        1.01%        4.74%    -15.57%     34.03%
 30 days       80       68.8%      4.43%      4.73%     11.28%        2.22%        7.24%    -20.49%     35.17%
 90 days       79       60.8%      6.01%      6.74%     16.59%        3.02%       10.46%    -23.12%     48.24%
180 days       79       53.2%      3.97%      6.89%     19.47%        2.53%       11.25%    -30.67%     66.38%
365 days       71       70.4%      9.73%     17.02%     40.82%        7.35%       26.68%    -37.08%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.81%
Rounded target for matching: -2%
Similar historical periods found: 168
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      168       45.8%     -0.50%     -0.42%      4.80%       -1.15%        0.31%    -11.95%     13.98%
 14 days      168       54.2%      0.60%      0.51%      6.91%       -0.55%        1.56%    -17.68%     34.18%
 30 days      168       57.7%      2.20%      1.77%      8.93%        0.41%        3.13%    -27.77%     27.34%
 90 days      168       59.5%      5.58%      5.93%     16.52%        3.41%        8.45%    -33.70%     54.73%
180 days      168       67.3%      6.92%      8.75%     20.95%        5.56%       11.94%    -36.98%     75.73%
365 days      166       60.8%      6.84%     18.78%     48.19%       11.39%       26.16%    -41.63%    338.67%


========================================================================================================================

Chart 2: KC=F (Undervalued by 28.6%, Window = 500 days) | Price: $287.05 | Date: 2025-07-11 | Daily: +0.0% | MTD: -6.4% | QTD: -6.4% | YTD: -10.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $287.05 ($333.55,+16% - $484.98,+69%)
   +30d (1m): $427.66,+49.0% ($354.61,+24% - $515.75,+80%)
   +60d (2m): $454.73,+58.4% ($377.00,+31% - $548.49,+91%)
   +90d (3m): $483.51,+68.4% ($400.79,+40% - $583.30,+103%)
   +180d (6m): $581.26,+102.5% ($481.52,+68% - $701.65,+144%)
   +365d (1y): $848.66,+195.6% ($701.84,+145% - $1.0K,+257%)
   +EOY (173d): $572.99,+99.6% ($474.69,+65% - $691.64,+141%)
   End-of-year outlook: 📈 Bullish Trend (+99.6%)
   Confidence: 90.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $572.99 (+99.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.94%
Rounded target for matching: -25%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       66.7%      4.14%      2.99%      4.07%       -1.28%        7.26%     -3.13%      8.03%
 14 days        6       83.3%      2.81%      4.45%      6.10%       -1.95%       10.85%     -2.83%     16.39%
 30 days        6       83.3%      4.41%      6.99%      9.43%       -2.91%       16.89%     -4.20%     23.85%
 90 days        6        0.0%     -3.50%     -3.27%      1.07%       -4.40%       -2.15%     -4.67%     -1.09%
180 days        6       50.0%     -2.30%     -5.84%     12.76%      -19.23%        7.55%    -26.13%      7.94%
365 days        6       83.3%     23.35%     26.72%     40.76%      -16.05%       69.50%    -28.88%    106.46%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.90%
Rounded target for matching: -29%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%     -1.49%     -0.06%      5.23%       -2.85%        2.73%    -10.50%     10.94%
 14 days       16       56.2%      0.41%      0.13%      7.96%       -4.11%        4.37%    -13.81%     18.10%
 30 days       16       62.5%      1.62%      2.23%      9.17%       -2.65%        7.12%    -11.75%     16.40%
 90 days       16       50.0%      0.17%     -0.30%     10.72%       -6.01%        5.40%    -17.12%     23.07%
180 days       16       18.8%    -10.46%    -10.20%      9.51%      -15.27%       -5.14%    -29.28%      9.00%
365 days       16       62.5%      8.68%      4.86%     26.45%       -9.23%       18.96%    -34.57%     45.44%


========================================================================================================================

Chart 3: NG=F (Undervalued by 19.7%, Window = 365 days) | Price: $3.36 | Date: 2025-07-11 | Daily: +0.7% | MTD: -2.6% | QTD: -2.6% | YTD: -8.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $3.36 ($3.15,-6% - $5.57,+66%)
   +30d (1m): $4.49,+33.7% ($3.38,+0% - $5.98,+78%)
   +60d (2m): $4.82,+43.4% ($3.62,+8% - $6.42,+91%)
   +90d (3m): $5.17,+53.9% ($3.88,+15% - $6.89,+105%)
   +180d (6m): $6.39,+90.0% ($4.78,+42% - $8.53,+154%)
   +365d (1y): $9.86,+193.3% ($7.34,+118% - $13.24,+294%)
   +EOY (173d): $6.28,+86.9% ($4.71,+40% - $8.39,+150%)
   End-of-year outlook: 📈 Bullish Trend (+86.9%)
   Confidence: 74.5% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $6.28 (+86.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -7.79%
Rounded target for matching: -8%
Similar historical periods found: 116
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      116       50.0%      0.02%      1.26%      8.27%       -0.26%        2.78%    -13.96%     28.66%
 14 days      116       47.4%     -0.41%      0.94%     11.16%       -1.11%        2.99%    -23.96%     36.70%
 30 days      116       44.8%     -2.46%      1.29%     16.18%       -1.68%        4.27%    -47.29%     55.48%
 90 days      115       51.3%      1.28%      0.66%     24.88%       -3.93%        5.26%    -66.34%     83.40%
180 days      115       51.3%      1.55%      5.45%     41.56%       -2.22%       13.13%    -70.62%    127.90%
365 days      113       59.3%      8.85%     15.51%     56.25%        5.03%       26.00%    -75.63%    245.30%


========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -22.71%
Rounded target for matching: -23%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       60.5%      1.41%      1.28%      8.77%       -1.60%        4.17%    -22.88%     22.15%
 14 days       38       47.4%     -0.39%      0.36%     13.20%       -3.98%        4.70%    -23.53%     39.63%
 30 days       38       50.0%      0.47%      4.75%     22.33%       -2.59%       12.09%    -45.35%     70.16%
 90 days       38       36.8%     -9.10%      0.95%     35.64%      -10.76%       12.67%    -64.09%    104.16%
180 days       38       55.3%     12.75%     13.96%     39.58%        0.95%       26.97%    -61.62%    104.52%
365 days       38       73.7%     22.73%     33.79%     68.18%       11.38%       56.20%    -74.27%    275.60%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 4 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PA=F            49.6 0.8448      -24.4 $1.2K              33.1 1000    +0.7    +8.1    +8.1   +32.0
2    OJ=F            24.8 0.8219      -75.2 $263.85            19.9 180     -0.0   +22.7   +22.7   -47.1
3    HO=F            15.3 0.7234      -17.4 $2.39              13.3 500     +0.2    +5.2    +5.2    +3.0
4    ZW=F            11.5 0.7267      -13.8 $555.50            10.3 750     +1.0    +5.4    +5.4    +0.7

📊 DISPLAYING 4 OVERVALUED FUTURES WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 49.6%, Window = 1000 days) | Price: $1.2K | Date: 2025-07-11 | Daily: +0.7% | MTD: +8.1% | QTD: +8.1% | YTD: +32.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.2K ($609.82,-49% - $1.0K,-12%)
   +30d (1m): $772.86,-35.3% ($589.81,-51% - $1.0K,-15%)
   +60d (2m): $747.53,-37.4% ($570.45,-52% - $979.58,-18%)
   +90d (3m): $723.03,-39.5% ($551.72,-54% - $947.53,-21%)
   +180d (6m): $654.24,-45.3% ($499.14,-58% - $857.54,-28%)
   +365d (1y): $532.71,-55.4% ($406.23,-66% - $698.57,-42%)
   +EOY (173d): $659.35,-44.8% ($503.04,-58% - $864.22,-28%)
   End-of-year outlook: 📉 Bearish Trend (-44.8%)
   Confidence: 84.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $659.35 (-44.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 22.19%
Rounded target for matching: 22%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       62.3%      1.66%      2.24%      6.08%        0.56%        3.91%     -7.38%     15.25%
 14 days       53       60.4%      3.19%      3.49%      9.48%        0.88%        6.10%    -19.88%     21.50%
 30 days       53       60.4%      4.31%      5.15%     13.07%        1.55%        8.75%    -30.49%     30.60%
 90 days       53       56.6%      2.61%      8.67%     22.53%        2.46%       14.88%    -23.73%     52.11%
180 days       53       67.9%     13.43%     14.57%     33.73%        5.28%       23.87%    -50.36%    135.93%
365 days       52       53.8%     13.31%     23.22%     69.90%        3.76%       42.68%    -61.31%    241.72%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.63%
Rounded target for matching: 26%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       57.1%      0.89%     -0.39%      8.02%       -2.54%        1.76%    -30.50%     12.98%
 14 days       56       64.3%      2.40%      2.35%      8.06%        0.19%        4.51%    -14.70%     26.89%
 30 days       56       62.5%      3.48%      1.75%     16.00%       -2.53%        6.04%    -49.41%     44.39%
 90 days       56       50.0%      1.96%     11.26%     31.49%        2.82%       19.69%    -63.02%     70.93%
180 days       56       69.6%     15.54%     14.84%     41.15%        3.82%       25.86%    -64.81%    143.56%
365 days       56       58.9%     19.38%     29.15%     69.60%       10.51%       47.79%    -65.03%    271.14%


========================================================================================================================

Chart 2: OJ=F (Overvalued by 24.8%, Window = 180 days) | Price: $263.85 | Date: 2025-07-11 | Daily: -0.0% | MTD: +22.7% | QTD: +22.7% | YTD: -47.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $263.85 ($161.79,-39% - $276.12,+5%)
   +30d (1m): $179.01,-32.2% ($136.80,-48% - $234.24,-11%)
   +60d (2m): $151.60,-42.5% ($115.61,-56% - $198.81,-25%)
   +90d (3m): $128.40,-51.3% ($97.65,-63% - $168.82,-36%)
   +180d (6m): $78.00,-70.4% ($58.71,-78% - $103.63,-61%)
   +365d (1y): $28.00,-89.4% ($20.41,-92% - $38.41,-85%)
   +EOY (173d): $81.08,-69.3% ($61.09,-77% - $107.62,-59%)
   End-of-year outlook: 📉 Bearish Trend (-69.3%)
   Confidence: 82.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $81.08 (-69.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.34%
Rounded target for matching: 13%
Similar historical periods found: 127
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      127       41.7%     -0.77%     -0.29%      5.24%       -1.21%        0.63%    -15.63%     19.10%
 14 days      127       46.5%     -0.68%      0.11%      7.12%       -1.14%        1.36%    -18.58%     16.50%
 30 days      127       56.7%      0.78%      0.79%      9.16%       -0.82%        2.40%    -25.42%     32.99%
 90 days      127       48.8%     -0.99%      0.07%     17.31%       -2.97%        3.11%    -47.57%     37.29%
180 days      126       57.1%      3.63%      4.57%     29.13%       -0.57%        9.71%    -54.39%     74.43%
365 days      117       48.7%     -1.92%     16.23%     50.53%        6.97%       25.48%    -42.66%    125.10%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.03%
Rounded target for matching: -11%
Similar historical periods found: 94
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       94       57.4%      1.02%      1.60%      5.43%        0.49%        2.71%    -12.90%     17.92%
 14 days       94       57.4%      0.37%      2.11%      8.26%        0.42%        3.80%    -24.51%     26.48%
 30 days       94       50.0%     -0.04%      1.93%     12.72%       -0.67%        4.54%    -35.60%     45.57%
 90 days       94       40.4%     -2.81%      0.81%     21.65%       -3.62%        5.25%    -33.89%     56.18%
180 days       94       42.6%    -10.52%      0.37%     30.04%       -5.78%        6.52%    -39.20%     79.16%
365 days       93       53.8%      7.61%     16.36%     43.19%        7.46%       25.25%    -47.08%    130.72%


========================================================================================================================

Chart 3: HO=F (Overvalued by 15.3%, Window = 500 days) | Price: $2.39 | Date: 2025-07-11 | Daily: +0.2% | MTD: +5.2% | QTD: +5.2% | YTD: +3.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.39 ($1.81,-24% - $2.37,-1%)
   +30d (1m): $2.02,-15.2% ($1.77,-26% - $2.31,-3%)
   +60d (2m): $1.98,-17.1% ($1.73,-28% - $2.26,-5%)
   +90d (3m): $1.93,-19.0% ($1.69,-29% - $2.21,-7%)
   +180d (6m): $1.81,-24.3% ($1.58,-34% - $2.07,-13%)
   +365d (1y): $1.57,-34.2% ($1.37,-43% - $1.80,-25%)
   +EOY (173d): $1.82,-23.9% ($1.59,-33% - $2.08,-13%)
   End-of-year outlook: 📉 Bearish Trend (-23.9%)
   Confidence: 72.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.82 (-23.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.10%
Rounded target for matching: 13%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       56.9%      1.59%      0.87%      5.75%       -0.25%        2.00%    -23.30%     12.61%
 14 days      102       60.8%      2.13%      1.27%      7.49%       -0.20%        2.74%    -22.76%     22.35%
 30 days      102       54.9%      1.56%      2.39%     12.85%       -0.14%        4.91%    -26.22%     68.89%
 90 days      102       72.5%      8.25%      8.62%     18.80%        4.93%       12.31%    -34.11%     68.15%
180 days      100       63.0%     10.81%     10.59%     28.59%        4.92%       16.26%    -59.79%     75.55%
365 days       99       60.6%      6.07%     10.68%     37.69%        3.16%       18.19%    -57.56%     98.12%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.39%
Rounded target for matching: 4%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       42.9%     -0.71%      0.23%      5.22%       -0.69%        1.15%    -11.06%     17.56%
 14 days      126       57.1%      1.17%      0.79%      7.43%       -0.52%        2.10%    -20.84%     21.18%
 30 days      126       61.9%      1.91%      2.27%      8.94%        0.70%        3.85%    -22.55%     28.50%
 90 days      124       58.9%      3.56%      3.60%     17.63%        0.46%        6.73%    -63.02%     46.03%
180 days      122       61.5%      9.30%     10.46%     27.04%        5.61%       15.31%    -47.30%    100.12%
365 days      122       57.4%     14.49%     19.42%     45.67%       11.23%       27.60%    -67.17%    223.00%


========================================================================================================================

Chart 4: ZW=F (Overvalued by 11.5%, Window = 750 days) | Price: $555.50 | Date: 2025-07-11 | Daily: +1.0% | MTD: +5.4% | QTD: +5.4% | YTD: +0.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $555.50 ($426.76,-23% - $581.22,+5%)
   +30d (1m): $489.28,-11.9% ($419.24,-25% - $571.04,+3%)
   +60d (2m): $480.69,-13.5% ($411.85,-26% - $561.03,+1%)
   +90d (3m): $472.24,-15.0% ($404.59,-27% - $551.21,-1%)
   +180d (6m): $447.78,-19.4% ($383.55,-31% - $522.76,-6%)
   +365d (1y): $401.40,-27.7% ($343.65,-38% - $468.86,-16%)
   +EOY (173d): $449.63,-19.1% ($385.15,-31% - $524.92,-6%)
   End-of-year outlook: 📉 Bearish Trend (-19.1%)
   Confidence: 72.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 173 days | EOY Target: $449.63 (-19.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 9.89%
Rounded target for matching: 10%
Similar historical periods found: 135
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      135       42.2%     -1.05%     -0.65%      4.75%       -1.46%        0.16%    -13.38%     16.23%
 14 days      135       37.0%     -1.98%     -1.56%      6.46%       -2.66%       -0.46%    -17.07%     21.06%
 30 days      135       33.3%     -3.25%     -2.56%      7.60%       -3.86%       -1.27%    -17.64%     24.44%
 90 days      135       45.2%     -1.17%      1.29%     17.89%       -1.75%        4.34%    -40.42%     85.03%
180 days      134       52.2%      0.96%      3.08%     24.32%       -1.08%        7.23%    -50.21%    101.00%
365 days      127       59.8%      5.88%      8.71%     32.19%        3.06%       14.36%    -49.98%    141.66%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.42%
Rounded target for matching: 4%
Similar historical periods found: 181
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      181       50.3%      0.09%      0.58%      4.52%       -0.09%        1.24%    -10.38%     16.02%
 14 days      181       50.3%      0.09%      1.05%      7.22%       -0.00%        2.11%    -12.88%     34.84%
 30 days      181       48.1%     -0.26%      1.18%     10.78%       -0.40%        2.77%    -23.88%     45.43%
 90 days      181       61.9%      3.03%      4.66%     16.71%        2.21%        7.11%    -27.31%     94.64%
180 days      178       61.2%      5.74%      9.71%     23.66%        6.21%       13.21%    -27.59%    112.84%
365 days      172       73.8%     15.69%     19.49%     34.17%       14.35%       24.64%    -28.80%    239.52%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7620
Best R-squared: 0.962164
Average annual growth: 9.5%

Valuation breakdown:
  🟡 FAIR_VALUE: 13 (44.8%) - Hold/Monitor
  🔴 OVERVALUED: 4 (13.8%) - Sell Warnings
  🟢 UNDERVALUED: 3 (10.3%) - Buy Opportunities

Optimal window distribution:
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  365 days: 3 instruments (10.3%)
  500 days: 6 instruments (20.7%)
  750 days: 10 instruments (34.5%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 3
  🔴 High-quality overvalued warnings: 4
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

======================================================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    ^IBEX        0.9441   750      20.4 14.1K          🟡FAIR         4.3    +0.0    +1.3    +0.8    +1.0    +1.0   +21.8
2    ^GDAXI       0.9250   750      20.9 24.5K          🟡FAIR         7.0    -0.0    +2.6    +1.4    +2.0    +2.0   +22.8
3    ^GSPC        0.9119   750      19.5 6.3K           🟡FAIR         0.1    +0.0    +0.3    +1.4    +1.5    +1.5    +6.4
4    ^GSPTSE      0.9114   504      17.4 27.1K          🟡FAIR         1.7    -0.0    +0.2    +1.3    +0.9    +0.9    +9.1
5    ^RUI         0.9091   750      19.3 3.4K           🟡FAIR         0.2    +0.0    +0.3    +1.5    +1.5    +1.5    +6.3
6    ^IXIC        0.8946   750      24.7 20.6K          🟡FAIR        -0.0    +0.0    +0.7    +1.3    +1.7    +1.7    +6.3
7    ^BSESN       0.8878   750      14.9 82.9K          🟡FAIR        -2.7    -0.3    -0.5    -1.3    -0.9    -0.9    +6.0
8    ^NSEI        0.8827   750      16.2 25.3K          🟡FAIR        -2.9    -0.2    -0.6    -1.4    -1.0    -1.0    +7.0
9    ^DJI         0.8777   750      13.1 44.7K          🟡FAIR         0.2    -0.0    -0.3    +1.4    +1.3    +1.3    +4.7
10   ^STOXX50E    0.8595   750      14.3 5.4K           🟡FAIR        -1.3    -0.0    +2.7    +1.9    +2.5    +2.5   +10.6
11   ^HSI         0.8456   378      33.4 24.5K          🟡FAIR         1.8    +1.9    +2.8    +0.9    +0.7    +0.7   +22.8
12   IMOEX.ME     0.8390   504      33.4 2.2K           🟢UNDER      -38.1    +0.0    +0.0    +0.0    +0.0    +0.0    +0.0
13   ^BVSP        0.8385   126      34.9 136.7K         🟡FAIR        -3.2    +0.0    -3.2    -0.1    -1.5    -1.5   +13.7
14   ^FTSE        0.8274   504       9.1 9.0K           🟡FAIR         1.9    -0.0    +1.7    +2.0    +2.5    +2.5    +9.8
15   ^AEX         0.8217   750      12.1 927.32         🟡FAIR        -3.5    -0.0    +2.2    +0.7    +1.4    +1.4    +5.5

📊 DISPLAYING 15 INDICES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: ^IBEX (R² = 0.9441, Window = 750 days) | Price: 14.1K | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.0% | QTD: +1.0% | YTD: +21.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 14.1K (12.6K,-11% - 14.6K,+3%)
   +30d (1m): 13.9K,-2.0% (12.8K,-9% - 15.0K,+6%)
   +60d (2m): 14.2K,+0.2% (13.1K,-7% - 15.3K,+8%)
   +90d (3m): 14.5K,+2.4% (13.4K,-5% - 15.6K,+11%)
   +180d (6m): 15.5K,+9.5% (14.3K,+1% - 16.7K,+18%)
   +365d (1y): 17.7K,+25.4% (16.4K,+16% - 19.2K,+35%)
   +EOY (173d): 15.4K,+8.9% (14.3K,+1% - 16.6K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+8.9%)
   Confidence: 94.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 40 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 173 days | EOY Target: 15.4K (+8.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.18%
Rounded target for matching: 2%
Similar historical periods found: 439
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      439       56.0%      0.31%      0.20%      2.97%       -0.07%        0.48%    -10.87%     10.92%
 14 days      439       56.3%      0.44%      0.30%      4.55%       -0.13%        0.73%    -35.36%     19.47%
 30 days      439       53.1%      0.54%      0.17%      6.86%       -0.47%        0.82%    -33.43%     24.52%
 90 days      434       53.9%      1.43%      0.30%     13.39%       -0.96%        1.56%    -32.41%     41.42%
180 days      425       58.8%      4.94%      2.78%     18.45%        1.02%        4.54%    -39.43%     63.77%
365 days      416       54.3%      3.15%      7.64%     27.35%        5.00%       10.27%    -49.78%    126.88%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.52%
Rounded target for matching: 9%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       51.7%      0.17%     -0.11%      2.65%       -0.45%        0.24%    -13.49%      5.61%
 14 days      232       47.0%     -0.24%     -0.18%      3.99%       -0.70%        0.33%    -26.00%     13.49%
 30 days      232       53.0%      0.46%      0.22%      5.80%       -0.53%        0.97%    -34.75%     16.99%
 90 days      230       60.9%      3.51%      1.37%     11.06%       -0.07%        2.80%    -32.41%     35.58%
180 days      226       69.0%      8.72%      4.99%     15.16%        3.00%        6.97%    -39.29%     40.11%
365 days      210       59.5%      9.74%     12.56%     28.47%        8.69%       16.44%    -40.91%     90.27%


========================================================================================================================

Chart 2: ^GDAXI (R² = 0.9250, Window = 750 days) | Price: 24.5K | Date: 2025-07-11 | Daily: -0.0% | MTD: +2.0% | QTD: +2.0% | YTD: +22.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 24.5K (20.9K,-15% - 25.0K,+2%)
   +30d (1m): 23.4K,-4.4% (21.3K,-13% - 25.6K,+5%)
   +60d (2m): 23.9K,-2.2% (21.8K,-11% - 26.2K,+7%)
   +90d (3m): 24.5K,+0.0% (22.3K,-9% - 26.8K,+10%)
   +180d (6m): 26.2K,+7.0% (23.9K,-2% - 28.7K,+17%)
   +365d (1y): 30.1K,+23.0% (27.4K,+12% - 33.0K,+35%)
   +EOY (173d): 26.0K,+6.4% (23.8K,-3% - 28.5K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+6.4%)
   Confidence: 92.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: 26.0K (+6.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.95%
Rounded target for matching: 4%
Similar historical periods found: 571
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      571       58.7%      0.49%      0.36%      2.70%        0.13%        0.58%     -9.71%      9.10%
 14 days      571       61.6%      0.83%      0.64%      3.99%        0.31%        0.96%    -16.75%     19.81%
 30 days      571       59.0%      1.06%      0.93%      6.01%        0.43%        1.42%    -37.37%     15.31%
 90 days      563       72.5%      4.46%      4.16%     10.95%        3.25%        5.06%    -37.68%     45.96%
180 days      556       75.5%     11.73%      8.45%     15.56%        7.15%        9.74%    -44.18%     51.67%
365 days      537       75.8%     17.75%     16.31%     23.59%       14.31%       18.31%    -52.81%    105.52%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.54%
Rounded target for matching: 10%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       53.4%      0.30%      0.23%      2.45%       -0.05%        0.52%    -12.72%      7.65%
 14 days      292       61.6%      0.61%      0.39%      3.85%       -0.05%        0.84%    -23.00%     11.81%
 30 days      292       63.4%      1.16%      0.69%      6.38%       -0.04%        1.43%    -37.37%     14.65%
 90 days      291       79.4%      4.40%      4.28%      8.53%        3.29%        5.26%    -32.18%     32.24%
180 days      290       73.4%      9.69%      7.46%     14.81%        5.74%        9.17%    -39.35%     57.38%
365 days      283       75.6%     18.02%     16.28%     21.96%       13.71%       18.85%    -43.25%     92.29%


========================================================================================================================

Chart 3: ^GSPC (R² = 0.9119, Window = 750 days) | Price: 6.3K | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.5% | QTD: +1.5% | YTD: +6.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 6.3K (5.7K,-9% - 6.9K,+10%)
   +30d (1m): 6.4K,+2.1% (5.8K,-7% - 7.0K,+12%)
   +60d (2m): 6.5K,+4.3% (6.0K,-5% - 7.2K,+14%)
   +90d (3m): 6.7K,+6.5% (6.1K,-3% - 7.3K,+17%)
   +180d (6m): 7.1K,+13.5% (6.5K,+3% - 7.8K,+25%)
   +365d (1y): 8.1K,+29.3% (7.4K,+18% - 8.9K,+42%)
   +EOY (173d): 7.1K,+12.9% (6.5K,+3% - 7.8K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+12.9%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 173 days | EOY Target: 7.1K (+12.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.96%
Rounded target for matching: 11%
Similar historical periods found: 346
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      346       54.0%      0.20%      0.13%      2.63%       -0.15%        0.41%     -9.07%     19.93%
 14 days      346       60.1%      0.74%      0.56%      4.02%        0.14%        0.99%    -15.59%     35.45%
 30 days      346       63.0%      1.69%      1.37%      6.66%        0.66%        2.07%    -32.85%     58.20%
 90 days      346       74.0%      5.03%      3.80%     10.94%        2.65%        4.96%    -45.10%     26.54%
180 days      346       69.4%      6.91%      5.18%     17.78%        3.30%        7.06%    -56.11%     47.66%
365 days      346       65.0%     11.88%      9.42%     26.71%        6.60%       12.25%    -68.75%     94.89%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.36%
Rounded target for matching: 7%
Similar historical periods found: 1048
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1048       55.8%      0.32%      0.18%      2.34%        0.04%        0.32%    -21.07%     16.43%
 14 days     1048       60.0%      0.68%      0.49%      3.30%        0.29%        0.69%    -32.46%     21.00%
 30 days     1048       60.1%      1.13%      0.87%      4.71%        0.58%        1.15%    -25.91%     14.86%
 90 days     1048       65.7%      2.93%      2.41%      8.54%        1.89%        2.93%    -28.86%     26.99%
180 days     1038       69.3%      5.94%      5.24%     12.77%        4.46%        6.01%    -49.19%     46.54%
365 days     1032       72.1%      9.71%      9.31%     19.02%        8.15%       10.48%    -52.89%     79.27%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9114, Window = 504 days) | Price: 27.1K | Date: 2025-07-11 | Daily: -0.0% | MTD: +0.9% | QTD: +0.9% | YTD: +9.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 27.1K (25.2K,-7% - 28.2K,+4%)
   +30d (1m): 27.2K,+0.3% (25.7K,-5% - 28.7K,+6%)
   +60d (2m): 27.7K,+2.2% (26.1K,-3% - 29.3K,+8%)
   +90d (3m): 28.2K,+4.2% (26.6K,-2% - 29.9K,+10%)
   +180d (6m): 29.9K,+10.3% (28.2K,+4% - 31.6K,+17%)
   +365d (1y): 33.6K,+24.0% (31.7K,+17% - 35.6K,+31%)
   +EOY (173d): 29.7K,+9.8% (28.1K,+4% - 31.5K,+16%)
   End-of-year outlook: 📈 Bullish Trend (+9.8%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: 29.7K (+9.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.07%
Rounded target for matching: 6%
Similar historical periods found: 604
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      604       60.9%      0.42%      0.27%      2.04%        0.10%        0.43%     -9.53%     10.85%
 14 days      604       61.1%      0.68%      0.54%      2.85%        0.31%        0.77%    -15.03%     12.79%
 30 days      604       65.4%      1.37%      1.13%      4.08%        0.80%        1.45%    -16.25%     13.55%
 90 days      602       66.6%      3.04%      2.30%      7.42%        1.71%        2.90%    -39.29%     28.04%
180 days      586       69.6%      4.67%      4.32%     12.37%        3.32%        5.33%    -49.80%     33.35%
365 days      574       69.0%      7.93%      8.74%     18.81%        7.20%       10.28%    -38.17%     62.80%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.22%
Rounded target for matching: 10%
Similar historical periods found: 397
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      397       61.2%      0.45%      0.41%      1.84%        0.23%        0.60%     -6.39%      6.08%
 14 days      397       59.7%      0.57%      0.67%      2.81%        0.39%        0.95%    -18.73%      9.16%
 30 days      397       65.2%      1.27%      1.30%      4.32%        0.87%        1.72%    -25.08%     17.42%
 90 days      397       71.3%      3.25%      2.75%      8.19%        1.94%        3.56%    -36.74%     24.99%
180 days      395       79.7%      7.81%      6.77%     12.30%        5.55%        7.98%    -47.76%     44.45%
365 days      377       70.0%     12.68%     10.17%     18.19%        8.33%       12.01%    -41.77%     61.34%


========================================================================================================================

Chart 5: ^RUI (R² = 0.9091, Window = 750 days) | Price: 3.4K | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.5% | QTD: +1.5% | YTD: +6.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 3.4K (3.1K,-9% - 3.8K,+10%)
   +30d (1m): 3.5K,+1.9% (3.2K,-7% - 3.8K,+12%)
   +60d (2m): 3.6K,+4.1% (3.3K,-5% - 3.9K,+14%)
   +90d (3m): 3.7K,+6.3% (3.3K,-3% - 4.0K,+17%)
   +180d (6m): 3.9K,+13.2% (3.5K,+3% - 4.3K,+24%)
   +365d (1y): 4.4K,+28.8% (4.0K,+17% - 4.9K,+42%)
   +EOY (173d): 3.9K,+12.6% (3.5K,+2% - 4.3K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+12.6%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 58 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 173 days | EOY Target: 3.9K (+12.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.88%
Rounded target for matching: 11%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       61.5%      0.71%      0.61%      2.30%        0.09%        1.13%     -5.37%      5.88%
 14 days       78       59.0%      1.07%      1.06%      3.29%        0.32%        1.80%     -4.97%      8.59%
 30 days       78       62.8%      1.28%      1.69%      4.67%        0.63%        2.74%     -9.65%     10.56%
 90 days       78       80.8%      6.64%      6.49%      7.75%        4.74%        8.23%    -16.38%     19.77%
180 days       78       91.0%     12.11%     12.35%     11.58%        9.74%       14.96%    -42.24%     31.13%
365 days       78       87.2%     22.93%     20.60%     18.46%       16.44%       24.76%    -28.09%     54.07%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.42%
Rounded target for matching: 7%
Similar historical periods found: 429
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      429       53.1%      0.14%      0.06%      2.14%       -0.14%        0.26%     -9.27%      7.07%
 14 days      429       61.1%      0.69%      0.31%      2.81%        0.04%        0.57%     -9.67%      9.84%
 30 days      429       60.4%      1.00%      0.74%      4.19%        0.34%        1.14%    -16.57%     11.64%
 90 days      429       67.4%      2.68%      2.29%      6.82%        1.65%        2.94%    -30.40%     20.35%
180 days      410       72.7%      6.74%      5.01%     11.21%        3.93%        6.10%    -41.41%     32.38%
365 days      399       76.7%     12.71%     11.22%     18.92%        9.36%       13.09%    -44.64%     54.14%


========================================================================================================================

Chart 6: ^IXIC (R² = 0.8946, Window = 750 days) | Price: 20.6K | Date: 2025-07-11 | Daily: +0.0% | MTD: +1.7% | QTD: +1.7% | YTD: +6.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 20.6K (18.2K,-12% - 23.5K,+14%)
   +30d (1m): 21.2K,+2.7% (18.6K,-10% - 24.1K,+17%)
   +60d (2m): 21.8K,+5.4% (19.1K,-7% - 24.7K,+20%)
   +90d (3m): 22.3K,+8.2% (19.6K,-5% - 25.4K,+23%)
   +180d (6m): 24.2K,+17.1% (21.2K,+3% - 27.5K,+33%)
   +365d (1y): 28.4K,+37.8% (25.0K,+21% - 32.3K,+57%)
   +EOY (173d): 24.0K,+16.4% (21.1K,+2% - 27.3K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+16.4%)
   Confidence: 89.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 36 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 173 days | EOY Target: 24.0K (+16.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 15.07%
Rounded target for matching: 15%
Similar historical periods found: 152
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      152       67.8%      1.19%      0.81%      2.80%        0.36%        1.25%     -9.68%      7.22%
 14 days      152       72.4%      2.33%      1.78%      3.89%        1.15%        2.40%    -16.63%     10.14%
 30 days      152       64.5%      3.43%      2.99%      7.19%        1.84%        4.14%    -23.53%     25.53%
 90 days      152       72.4%      7.75%      6.89%     14.09%        4.63%        9.15%    -34.04%     54.15%
180 days      152       82.2%     12.34%     10.21%     18.43%        7.26%       13.16%    -60.86%     42.92%
365 days      151       74.2%     18.60%     14.89%     27.23%       10.51%       19.27%    -62.89%     93.02%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.43%
Rounded target for matching: 12%
Similar historical periods found: 375
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      375       56.8%      0.33%      0.22%      2.49%       -0.04%        0.47%    -11.19%      7.69%
 14 days      375       58.4%      0.86%      0.54%      3.76%        0.16%        0.92%    -16.06%     13.52%
 30 days      375       52.8%      0.49%      0.41%      6.14%       -0.21%        1.03%    -22.38%     25.90%
 90 days      375       72.0%      4.70%      4.11%     11.64%        2.93%        5.30%    -41.31%     68.81%
180 days      368       72.8%     10.43%      7.92%     16.09%        6.27%        9.57%    -47.37%     94.25%
365 days      354       72.9%     16.47%     14.81%     23.89%       12.32%       17.31%    -55.78%    103.97%


========================================================================================================================

Chart 7: ^BSESN (R² = 0.8878, Window = 750 days) | Price: 82.9K | Date: 2025-07-11 | Daily: -0.3% | MTD: -0.9% | QTD: -0.9% | YTD: +6.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 82.9K (78.4K,-5% - 92.7K,+12%)
   +30d (1m): 86.7K,+4.5% (79.8K,-4% - 94.3K,+14%)
   +60d (2m): 88.2K,+6.3% (81.1K,-2% - 95.8K,+16%)
   +90d (3m): 89.6K,+8.1% (82.4K,-1% - 97.4K,+17%)
   +180d (6m): 94.2K,+13.6% (86.6K,+4% - 102.4K,+23%)
   +365d (1y): 104.3K,+25.8% (95.9K,+16% - 113.4K,+37%)
   +EOY (173d): 93.8K,+13.1% (86.3K,+4% - 102.0K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 88.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 173 days | EOY Target: 93.8K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 1.98%
Rounded target for matching: 2%
Similar historical periods found: 333
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      333       56.8%      0.50%      0.32%      3.46%       -0.06%        0.69%    -10.16%      9.89%
 14 days      333       57.7%      0.91%      0.88%      5.00%        0.34%        1.42%    -14.35%     19.63%
 30 days      333       57.1%      1.61%      0.61%      8.90%       -0.35%        1.57%    -37.10%     28.03%
 90 days      331       63.7%      4.61%      3.81%     14.35%        2.26%        5.36%    -38.51%     67.92%
180 days      331       67.4%      5.39%      5.90%     19.81%        3.76%        8.04%    -46.62%     90.01%
365 days      295       74.9%     15.19%     16.76%     27.60%       13.59%       19.92%    -43.23%    105.02%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.16%
Rounded target for matching: 11%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       47.7%     -0.05%     -0.06%      2.86%       -0.49%        0.38%     -9.17%     16.73%
 14 days      172       51.2%      0.03%     -0.09%      4.56%       -0.78%        0.59%    -16.28%     26.00%
 30 days      172       44.8%     -0.62%     -0.80%      7.07%       -1.87%        0.26%    -24.91%     25.32%
 90 days      172       55.2%      0.77%      1.05%     12.34%       -0.81%        2.90%    -27.86%     50.93%
180 days      172       62.2%      4.22%      5.72%     18.27%        2.97%        8.47%    -51.53%     69.21%
365 days      160       77.5%     15.39%     14.99%     24.96%       11.10%       18.89%    -47.66%     96.46%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8827, Window = 750 days) | Price: 25.3K | Date: 2025-07-11 | Daily: -0.2% | MTD: -1.0% | QTD: -1.0% | YTD: +7.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 25.3K (23.8K,-6% - 28.6K,+13%)
   +30d (1m): 26.5K,+4.9% (24.2K,-4% - 29.1K,+15%)
   +60d (2m): 27.0K,+6.8% (24.6K,-3% - 29.6K,+17%)
   +90d (3m): 27.5K,+8.7% (25.1K,-1% - 30.2K,+19%)
   +180d (6m): 29.0K,+14.7% (26.4K,+5% - 31.8K,+26%)
   +365d (1y): 32.4K,+28.1% (29.5K,+17% - 35.6K,+41%)
   +EOY (173d): 28.9K,+14.2% (26.3K,+4% - 31.7K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+14.2%)
   Confidence: 88.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 173 days | EOY Target: 28.9K (+14.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.58%
Rounded target for matching: 3%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       62.2%      0.78%      0.50%      2.40%        0.23%        0.78%     -8.48%      9.27%
 14 days      299       65.2%      1.27%      1.17%      3.64%        0.75%        1.58%    -10.72%     24.12%
 30 days      299       62.2%      1.67%      1.40%      5.61%        0.76%        2.04%    -16.66%     26.63%
 90 days      296       66.9%      4.02%      3.63%     10.41%        2.44%        4.82%    -35.92%     67.84%
180 days      296       74.0%      5.90%      5.92%     11.79%        4.57%        7.27%    -44.84%     79.30%
365 days      261       81.6%     12.55%     14.75%     15.76%       12.82%       16.67%    -21.13%    106.46%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.23%
Rounded target for matching: 12%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       50.0%     -0.02%     -0.11%      2.39%       -0.53%        0.31%     -7.12%      9.26%
 14 days      126       51.6%      0.04%     -0.22%      3.06%       -0.75%        0.32%     -7.49%     10.77%
 30 days      126       54.8%      0.38%      0.18%      5.21%       -0.74%        1.10%    -25.04%     17.26%
 90 days      126       57.9%      2.10%      1.38%      9.53%       -0.30%        3.06%    -24.98%     28.72%
180 days      126       69.0%      5.64%      5.47%     11.76%        3.40%        7.54%    -41.96%     34.94%
365 days      112       82.1%     17.94%     15.01%     13.96%       12.40%       17.62%    -19.54%     63.61%


========================================================================================================================

Chart 9: ^DJI (R² = 0.8777, Window = 750 days) | Price: 44.7K | Date: 2025-07-11 | Daily: -0.0% | MTD: +1.3% | QTD: +1.3% | YTD: +4.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 44.7K (41.2K,-8% - 48.2K,+8%)
   +30d (1m): 45.2K,+1.3% (41.9K,-6% - 48.9K,+10%)
   +60d (2m): 45.9K,+2.8% (42.5K,-5% - 49.6K,+11%)
   +90d (3m): 46.6K,+4.3% (43.1K,-3% - 50.4K,+13%)
   +180d (6m): 48.7K,+9.0% (45.0K,+1% - 52.6K,+18%)
   +365d (1y): 53.3K,+19.4% (49.3K,+10% - 57.6K,+29%)
   +EOY (173d): 48.5K,+8.7% (44.9K,+1% - 52.5K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+8.7%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 173 days | EOY Target: 48.5K (+8.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.25%
Rounded target for matching: 8%
Similar historical periods found: 276
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      276       56.9%      0.32%      0.20%      1.90%       -0.03%        0.42%     -6.05%      4.81%
 14 days      276       61.2%      0.58%      0.33%      2.45%        0.04%        0.62%     -7.00%      7.40%
 30 days      276       62.0%      1.32%      0.97%      3.93%        0.51%        1.44%    -13.33%     10.11%
 90 days      276       73.6%      3.96%      3.32%      7.05%        2.49%        4.16%    -20.16%     19.26%
180 days      274       80.3%      7.46%      8.00%     11.67%        6.61%        9.39%    -38.93%     33.88%
365 days      266       82.3%     17.29%     15.98%     18.46%       13.75%       18.21%    -45.94%     51.74%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.38%
Rounded target for matching: 3%
Similar historical periods found: 500
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      500       55.8%      0.28%      0.17%      1.90%        0.01%        0.34%     -7.37%      5.77%
 14 days      500       61.8%      0.81%      0.50%      2.79%        0.25%        0.74%    -10.01%      9.51%
 30 days      500       63.8%      1.36%      0.79%      4.07%        0.43%        1.15%    -13.42%     11.69%
 90 days      500       68.0%      2.99%      2.23%      8.66%        1.47%        2.99%    -32.86%     23.85%
180 days      496       71.0%      5.90%      4.94%     11.24%        3.95%        5.93%    -37.80%     31.21%
365 days      483       77.0%     13.42%     12.02%     18.70%       10.35%       13.69%    -52.28%     47.25%


========================================================================================================================

Chart 10: ^STOXX50E (R² = 0.8595, Window = 750 days) | Price: 5.4K | Date: 2025-07-11 | Daily: -0.0% | MTD: +2.5% | QTD: +2.5% | YTD: +10.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 5.4K (5.0K,-8% - 6.0K,+11%)
   +30d (1m): 5.6K,+3.0% (5.1K,-6% - 6.1K,+13%)
   +60d (2m): 5.7K,+4.6% (5.2K,-5% - 6.2K,+15%)
   +90d (3m): 5.8K,+6.3% (5.3K,-3% - 6.3K,+17%)
   +180d (6m): 6.1K,+11.5% (5.5K,+2% - 6.6K,+22%)
   +365d (1y): 6.7K,+23.0% (6.1K,+12% - 7.3K,+35%)
   +EOY (173d): 6.0K,+11.1% (5.5K,+1% - 6.6K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+11.1%)
   Confidence: 86.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 35 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 173 days | EOY Target: 6.0K (+11.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.85%
Rounded target for matching: 1%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       52.0%      0.11%     -0.19%      2.88%       -0.52%        0.13%    -12.66%     13.00%
 14 days      298       48.0%     -0.11%     -0.39%      4.31%       -0.88%        0.10%    -33.03%     12.80%
 30 days      298       51.0%      0.07%     -0.77%      6.40%       -1.50%       -0.04%    -32.20%     18.16%
 90 days      296       52.0%      0.52%     -0.41%      9.99%       -1.56%        0.73%    -33.70%     22.69%
180 days      286       48.3%     -0.38%     -0.59%     13.39%       -2.14%        0.97%    -30.90%     29.54%
365 days      268       60.4%      2.40%      2.16%     16.46%        0.18%        4.14%    -49.20%     38.74%


========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.46%
Rounded target for matching: 0%
Similar historical periods found: 169
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      169       61.5%      0.63%      0.15%      2.92%       -0.29%        0.59%     -8.30%      6.53%
 14 days      169       59.2%      1.08%      0.31%      4.96%       -0.44%        1.07%    -31.41%      9.26%
 30 days      169       59.8%      1.43%      1.00%      6.31%        0.04%        1.96%    -20.01%     14.22%
 90 days      167       59.3%      2.57%      1.89%     10.24%        0.33%        3.46%    -29.65%     24.96%
180 days      155       49.0%     -0.27%      0.26%     15.21%       -2.15%        2.68%    -46.17%     34.14%
365 days      146       67.1%      5.41%      3.51%     18.37%        0.51%        6.52%    -50.69%     45.25%


========================================================================================================================

Chart 11: ^HSI (R² = 0.8456, Window = 378 days) | Price: 24.5K | Date: 2025-07-11 | Daily: +1.9% | MTD: +0.7% | QTD: +0.7% | YTD: +22.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.5K (21.6K,-12% - 26.7K,+9%)
   +30d (1m): 24.9K,+1.6% (22.4K,-9% - 27.7K,+13%)
   +60d (2m): 25.8K,+5.2% (23.2K,-5% - 28.6K,+17%)
   +90d (3m): 26.7K,+8.8% (24.0K,-2% - 29.6K,+21%)
   +180d (6m): 29.5K,+20.7% (26.6K,+8% - 32.9K,+34%)
   +365d (1y): 36.5K,+49.1% (32.8K,+34% - 40.7K,+66%)
   +EOY (173d): 29.3K,+19.7% (26.3K,+8% - 32.6K,+33%)
   End-of-year outlook: 📈 Bullish Trend (+19.7%)
   Confidence: 84.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 173 days | EOY Target: 29.3K (+19.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.96%
Rounded target for matching: 6%
Similar historical periods found: 423
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      423       62.2%      0.89%      0.59%      3.06%        0.30%        0.89%    -16.65%     10.44%
 14 days      423       61.7%      1.32%      1.11%      4.56%        0.68%        1.55%    -16.80%     16.24%
 30 days      423       67.4%      2.07%      2.24%      7.36%        1.54%        2.95%    -31.59%     29.93%
 90 days      423       69.0%      4.36%      4.58%     11.73%        3.45%        5.70%    -38.70%     42.81%
180 days      421       73.4%      9.57%      9.29%     15.84%        7.77%       10.80%    -38.93%     66.71%
365 days      416       69.0%      7.48%     13.27%     29.12%       10.46%       16.08%    -52.70%    103.81%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.23%
Rounded target for matching: 3%
Similar historical periods found: 285
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      285       52.6%      0.19%      0.48%      3.43%        0.07%        0.88%    -10.02%     14.05%
 14 days      285       53.7%      0.60%      0.43%      5.38%       -0.20%        1.06%    -17.48%     18.87%
 30 days      285       64.6%      2.41%      1.71%      8.09%        0.77%        2.65%    -31.65%     31.30%
 90 days      285       67.0%      3.85%      4.45%     14.09%        2.81%        6.10%    -28.73%     41.74%
180 days      284       69.4%     11.38%      8.61%     20.29%        6.24%       10.98%    -43.95%     60.93%
365 days      281       65.8%     13.91%     17.49%     31.61%       13.78%       21.20%    -43.49%     91.10%


========================================================================================================================

Chart 12: IMOEX.ME (R² = 0.8390, Window = 504 days) | Price: 2.2K | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 2.2K (3.1K,+40% - 4.1K,+86%)
   +30d (1m): 3.7K,+67.2% (3.2K,+45% - 4.3K,+93%)
   +60d (2m): 3.8K,+73.0% (3.3K,+50% - 4.4K,+100%)
   +90d (3m): 4.0K,+79.0% (3.4K,+55% - 4.6K,+107%)
   +180d (6m): 4.4K,+98.4% (3.8K,+72% - 5.1K,+129%)
   +365d (1y): 5.4K,+145.1% (4.7K,+112% - 6.3K,+184%)
   +EOY (173d): 4.4K,+96.8% (3.8K,+70% - 5.1K,+127%)
   End-of-year outlook: 📈 Bullish Trend (+96.8%)
   Confidence: 83.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: 4.4K (+96.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: ^BVSP (R² = 0.8385, Window = 126 days) | Price: 136.7K | Date: 2025-07-11 | Daily: +0.0% | MTD: -1.5% | QTD: -1.5% | YTD: +13.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 136.7K (135.9K,-1% - 146.7K,+7%)
   +30d (1m): 146.3K,+7.0% (140.8K,+3% - 152.1K,+11%)
   +60d (2m): 151.6K,+10.9% (145.8K,+7% - 157.7K,+15%)
   +90d (3m): 157.1K,+14.9% (150.9K,+10% - 163.6K,+20%)
   +180d (6m): 174.8K,+27.9% (167.3K,+22% - 182.6K,+34%)
   +365d (1y): 217.8K,+59.2% (206.2K,+51% - 229.9K,+68%)
   +EOY (173d): 173.4K,+26.8% (166.0K,+21% - 181.1K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+26.8%)
   Confidence: 83.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 173 days | EOY Target: 173.4K (+26.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -1.60%
Rounded target for matching: -2%
Similar historical periods found: 261
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      261       55.9%      0.61%      0.47%      3.88%       -0.01%        0.94%    -12.79%     13.72%
 14 days      261       57.1%      0.93%      1.18%      5.94%        0.46%        1.90%    -29.78%     18.74%
 30 days      261       60.2%      2.29%      2.95%      8.65%        1.89%        4.00%    -18.79%     33.31%
 90 days      261       66.7%      5.11%      6.09%     16.32%        4.10%        8.08%    -41.74%     83.69%
180 days      260       66.5%      6.41%     11.52%     24.90%        8.48%       14.56%    -41.24%     83.53%
365 days      234       67.5%     11.81%     21.28%     38.49%       16.32%       26.24%    -35.61%    157.90%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.57%
Rounded target for matching: 10%
Similar historical periods found: 189
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      189       56.6%      0.49%      0.28%      4.58%       -0.38%        0.94%    -31.97%      8.10%
 14 days      189       57.7%      0.98%      0.82%      6.43%       -0.10%        1.74%    -30.81%     13.72%
 30 days      189       55.6%      1.36%      0.39%     10.72%       -1.15%        1.93%    -44.81%     25.08%
 90 days      188       51.1%      0.54%      1.68%     16.26%       -0.66%        4.02%    -41.97%     53.51%
180 days      188       56.9%      3.35%      6.22%     26.63%        2.38%       10.05%    -44.46%     95.52%
365 days      182       63.2%      8.90%     16.99%     36.23%       11.69%       22.29%    -41.67%    175.81%


========================================================================================================================

Chart 14: ^FTSE (R² = 0.8274, Window = 504 days) | Price: 9.0K | Date: 2025-07-11 | Daily: -0.0% | MTD: +2.5% | QTD: +2.5% | YTD: +9.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 9.0K (8.4K,-6% - 9.2K,+3%)
   +30d (1m): 8.9K,-0.9% (8.5K,-5% - 9.3K,+4%)
   +60d (2m): 9.0K,+0.2% (8.6K,-4% - 9.4K,+5%)
   +90d (3m): 9.1K,+1.2% (8.7K,-3% - 9.5K,+6%)
   +180d (6m): 9.4K,+4.4% (9.0K,-0% - 9.8K,+9%)
   +365d (1y): 10.0K,+11.3% (9.5K,+6% - 10.5K,+17%)
   +EOY (173d): 9.3K,+4.2% (8.9K,-0% - 9.8K,+9%)
   End-of-year outlook: ➡️ Sideways Trend (+4.2%)
   Confidence: 82.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 46 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 173 days | EOY Target: 9.3K (+4.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 4.33%
Rounded target for matching: 4%
Similar historical periods found: 809
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      809       56.1%      0.26%      0.14%      2.24%       -0.02%        0.29%    -23.87%      8.33%
 14 days      809       53.8%      0.29%      0.10%      3.00%       -0.11%        0.31%    -28.92%     10.58%
 30 days      809       58.5%      0.73%      0.29%      4.57%       -0.02%        0.61%    -32.10%     12.54%
 90 days      806       62.2%      2.09%      1.93%      7.61%        1.41%        2.46%    -30.11%     27.65%
180 days      804       76.4%      5.48%      5.04%     10.73%        4.29%        5.78%    -31.79%     44.31%
365 days      782       72.3%     11.15%     10.16%     16.87%        8.98%       11.34%    -45.13%     61.49%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.18%
Rounded target for matching: 1%
Similar historical periods found: 542
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      542       57.0%      0.31%      0.23%      2.04%        0.06%        0.40%     -7.13%      7.03%
 14 days      542       56.1%      0.39%      0.28%      3.03%        0.02%        0.53%    -15.13%     10.11%
 30 days      542       58.7%      0.86%      0.53%      5.18%        0.09%        0.97%    -32.10%     14.19%
 90 days      538       64.3%      2.86%      2.02%      8.08%        1.34%        2.71%    -28.99%     26.65%
180 days      526       67.7%      5.01%      4.63%     12.38%        3.57%        5.69%    -38.99%     44.83%
365 days      507       67.5%      9.19%      8.55%     17.41%        7.03%       10.07%    -41.05%     55.64%


========================================================================================================================

Chart 15: ^AEX (R² = 0.8217, Window = 750 days) | Price: 927.32 | Date: 2025-07-11 | Daily: -0.0% | MTD: +1.4% | QTD: +1.4% | YTD: +5.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 927.32 (878.15,-5% - 1.1K,+13%)
   +30d (1m): 973.70,+5.0% (890.11,-4% - 1.1K,+15%)
   +60d (2m): 986.99,+6.4% (902.23,-3% - 1.1K,+16%)
   +90d (3m): 1.0K,+7.9% (914.51,-1% - 1.1K,+18%)
   +180d (6m): 1.0K,+12.4% (952.37,+3% - 1.1K,+23%)
   +365d (1y): 1.1K,+22.2% (1.0K,+12% - 1.2K,+34%)
   +EOY (173d): 1.0K,+12.0% (949.37,+2% - 1.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+12.0%)
   Confidence: 82.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 49 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 173 days | EOY Target: 1.0K (+12.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.21%
Rounded target for matching: 0%
Similar historical periods found: 494
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      494       58.5%      0.44%      0.25%      2.77%        0.00%        0.49%    -16.15%      9.62%
 14 days      494       59.7%      0.77%      0.57%      3.74%        0.24%        0.90%    -19.28%     14.12%
 30 days      494       62.8%      1.29%      0.93%      5.64%        0.43%        1.43%    -35.24%     19.25%
 90 days      489       70.1%      4.12%      3.19%      9.83%        2.32%        4.06%    -37.75%     31.52%
180 days      484       70.7%      8.42%      6.80%     15.16%        5.44%        8.15%    -43.74%     49.03%
365 days      467       76.4%     14.65%     12.54%     21.46%       10.59%       14.49%    -58.93%     83.65%


========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.45%
Rounded target for matching: 1%
Similar historical periods found: 335
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      335       54.9%      0.37%      0.32%      2.55%        0.04%        0.59%     -8.24%      7.95%
 14 days      335       57.3%      0.64%      0.37%      4.08%       -0.06%        0.81%    -28.48%     10.45%
 30 days      335       64.2%      1.33%      0.56%      6.32%       -0.12%        1.24%    -24.50%     17.05%
 90 days      331       61.9%      2.48%      1.72%     12.18%        0.40%        3.03%    -42.37%     31.76%
180 days      322       65.5%      6.27%      4.66%     17.13%        2.79%        6.54%    -54.67%     50.72%
365 days      313       71.9%     14.15%     10.95%     26.86%        7.97%       13.94%    -63.43%     93.50%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME        38.1 0.8390       33.4 2.2K               61.5 504     +0.0    +0.0    +0.0    +0.0

📊 DISPLAYING 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 38.1%, Window = 504 days) | Price: 2.2K | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 2.2K (3.1K,+40% - 4.1K,+86%)
   +30d (1m): 3.7K,+67.2% (3.2K,+45% - 4.3K,+93%)
   +60d (2m): 3.8K,+73.0% (3.3K,+50% - 4.4K,+100%)
   +90d (3m): 4.0K,+79.0% (3.4K,+55% - 4.6K,+107%)
   +180d (6m): 4.4K,+98.4% (3.8K,+72% - 5.1K,+129%)
   +365d (1y): 5.4K,+145.1% (4.7K,+112% - 6.3K,+184%)
   +EOY (173d): 4.4K,+96.8% (3.8K,+70% - 5.1K,+127%)
   End-of-year outlook: 📈 Bullish Trend (+96.8%)
   Confidence: 83.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: 4.4K (+96.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.7995
Best R-squared: 0.944144
Average annual growth: 18.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 16 (72.7%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  126 days (~6m): 2 instruments (9.1%)
  378 days (~18m): 2 instruments (9.1%)
  504 days (~24m): 3 instruments (13.6%)
  750 days (~35m): 14 instruments (63.6%)
  1008 days (~48m): 1 instruments (4.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

======================================================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    NFLX         0.9719   750      74.5 $1.3K          🟡FAIR         6.0    +0.0    -3.4    -6.0    -6.5    -6.5   +39.7
2    T            0.9711   504      53.8 $27.62         🟡FAIR        -4.1    -0.0    -2.8    -1.8    -4.7    -4.7   +23.8
3    BRK-B        0.9625   750      24.5 $478.27        🟡FAIR        -9.1    +0.0    -1.3    -1.6    -1.5    -1.5    +4.9
4    AVGO         0.9622   750      85.7 $275.40        🟡FAIR         4.2    +0.0    +0.1    +0.2    +0.4    +0.4   +17.2
5    GE           0.9607   750      82.6 $252.57        🟡FAIR        -4.7    -0.0    +2.0    -1.3    -1.1    -1.1   +50.9
6    JPM          0.9598   750      39.9 $288.19        🟡FAIR         4.4    -0.0    -2.4    -0.3    -0.5    -0.5   +21.6
7    BK           0.9591   504      56.0 $93.05         🟡FAIR        -2.8    -0.0    +0.4    +1.5    +2.5    +2.5   +21.9
8    PM           0.9537   378      72.7 $180.99        🟡FAIR         1.4    -0.0    +0.9    -0.0    -1.0    -1.0   +51.6
9    PGR          0.9477   1008     36.2 $250.41        🟢UNDER      -10.5    -0.0    -3.2    -5.0    -6.1    -6.1    +6.2
10   PWR          0.9464   1008     39.3 $382.12        🟡FAIR         8.6    +0.0    -1.0    +1.9    +2.0    +2.0   +20.0
11   PLTR         0.9374   378     361.2 $142.50        🟡FAIR        -1.7    +0.0    +6.0    +3.4    +5.3    +5.3   +87.0
12   FICO         0.9358   750      76.4 $1.6K          🟢UNDER      -36.3    +0.0   -14.6   -12.7   -11.9   -11.9   -20.6
13   MA           0.9354   750      22.9 $563.52        🟡FAIR        -2.4    -0.0    -1.3    +2.0    +0.8    +0.8    +6.8
14   AXON         0.9331   504     111.8 $805.86        🟡FAIR         5.6    +0.0    +1.2    -1.6    -2.4    -2.4   +33.4
15   IBM          0.9324   504      47.5 $287.43        🟡FAIR         3.9    +0.0    -1.7    -1.2    -2.4    -2.4   +31.3

📊 DISPLAYING 15 STOCK TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: NFLX (R² = 0.9719, Window = 750 days) | Price: $1.3K | Date: 2025-07-11 | Daily: +0.0% | MTD: -6.5% | QTD: -6.5% | YTD: +39.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.3K ($1.0K,-20% - $1.4K,+11%)
   +30d (1m): $1.3K,+0.8% ($1.1K,-14% - $1.5K,+18%)
   +60d (2m): $1.3K,+7.7% ($1.1K,-8% - $1.6K,+26%)
   +90d (3m): $1.4K,+15.1% ($1.2K,-2% - $1.7K,+35%)
   +180d (6m): $1.8K,+40.4% ($1.5K,+20% - $2.1K,+65%)
   +365d (1y): $2.6K,+111.4% ($2.3K,+80% - $3.1K,+148%)
   +EOY (173d): $1.7K,+38.3% ($1.5K,+18% - $2.0K,+62%)
   End-of-year outlook: 📈 Bullish Trend (+38.3%)
   Confidence: 97.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.7K (+38.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 9.68%
Rounded target for matching: 10%
Similar historical periods found: 112
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      112       57.1%      1.29%      1.18%      7.26%       -0.18%        2.54%    -30.29%     22.48%
 14 days      112       58.9%      3.07%      3.93%     11.47%        1.79%        6.08%    -36.55%     36.45%
 30 days      112       61.6%      6.24%      5.72%     14.65%        2.97%        8.46%    -25.61%     64.50%
 90 days      110       74.5%     20.35%     15.91%     34.33%        9.43%       22.40%    -67.94%    171.78%
180 days      102       69.6%     31.61%     29.65%     59.70%       17.92%       41.38%    -68.26%    234.81%
365 days      100       67.0%     55.14%     62.76%    106.40%       41.65%       83.87%    -69.32%    443.91%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.44%
Rounded target for matching: 28%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       44.9%     -0.87%     -0.25%      6.36%       -2.08%        1.58%    -12.68%     17.05%
 14 days       49       57.1%      2.56%      2.16%      9.19%       -0.48%        4.80%    -15.33%     23.35%
 30 days       49       57.1%      3.32%      4.47%     12.66%        0.83%        8.10%    -13.85%     44.40%
 90 days       47       76.6%     18.92%     18.89%     33.45%        9.07%       28.71%    -47.94%     94.43%
180 days       46       69.6%     28.28%     31.75%     62.90%       13.07%       50.43%    -71.56%    150.70%
365 days       46       76.1%     75.38%     83.60%    113.54%       49.88%      117.31%    -71.88%    389.48%


========================================================================================================================

Chart 2: T (R² = 0.9711, Window = 504 days) | Price: $27.62 | Date: 2025-07-11 | Daily: -0.0% | MTD: -4.7% | QTD: -4.7% | YTD: +23.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.62 ($26.48,-4% - $31.36,+14%)
   +30d (1m): $30.33,+9.8% ($27.87,+1% - $33.01,+20%)
   +60d (2m): $31.92,+15.6% ($29.33,+6% - $34.75,+26%)
   +90d (3m): $33.60,+21.7% ($30.87,+12% - $36.58,+32%)
   +180d (6m): $39.19,+41.9% ($35.99,+30% - $42.67,+54%)
   +365d (1y): $53.75,+94.6% ($49.33,+79% - $58.57,+112%)
   +EOY (173d): $38.72,+40.2% ($35.56,+29% - $42.16,+53%)
   End-of-year outlook: 📈 Bullish Trend (+40.2%)
   Confidence: 97.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 173 days | EOY Target: $38.72 (+40.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.79%
Rounded target for matching: -1%
Similar historical periods found: 457
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      457       54.3%      0.40%      0.56%      3.32%        0.25%        0.86%    -10.66%     12.99%
 14 days      457       57.8%      0.68%      0.92%      4.65%        0.49%        1.34%    -18.56%     19.50%
 30 days      457       56.5%      1.05%      1.17%      6.23%        0.60%        1.74%    -22.63%     23.39%
 90 days      456       67.1%      4.49%      5.22%     10.14%        4.29%        6.16%    -25.35%     36.25%
180 days      454       75.3%      7.93%     10.65%     17.04%        9.08%       12.22%    -45.74%     58.66%
365 days      445       79.1%     20.71%     22.42%     27.66%       19.84%       25.00%    -45.75%     99.37%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.70%
Rounded target for matching: 1%
Similar historical periods found: 362
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      362       56.4%      0.38%      0.42%      3.37%        0.07%        0.77%     -8.73%     11.59%
 14 days      362       55.5%      0.65%      0.81%      4.73%        0.32%        1.30%    -11.66%     16.00%
 30 days      362       61.0%      1.76%      2.00%      6.54%        1.33%        2.68%    -18.96%     27.62%
 90 days      362       72.7%      5.64%      5.40%     10.75%        4.29%        6.51%    -31.77%     36.97%
180 days      362       76.8%      7.87%     10.67%     18.19%        8.79%       12.56%    -34.60%     61.58%
365 days      356       83.4%     21.38%     23.71%     28.96%       20.69%       26.73%    -44.38%    105.32%


========================================================================================================================

Chart 3: BRK-B (R² = 0.9625, Window = 750 days) | Price: $478.27 | Date: 2025-07-11 | Daily: +0.0% | MTD: -1.5% | QTD: -1.5% | YTD: +4.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $478.27 ($489.28,+2% - $566.34,+18%)
   +30d (1m): $540.32,+13.0% ($502.20,+5% - $581.33,+22%)
   +60d (2m): $554.61,+16.0% ($515.47,+8% - $596.72,+25%)
   +90d (3m): $569.27,+19.0% ($529.08,+11% - $612.51,+28%)
   +180d (6m): $615.63,+28.7% ($572.12,+20% - $662.46,+39%)
   +365d (1y): $723.13,+51.2% ($671.85,+40% - $778.32,+63%)
   +EOY (173d): $611.90,+27.9% ($568.65,+19% - $658.43,+38%)
   End-of-year outlook: 📈 Bullish Trend (+27.9%)
   Confidence: 96.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 173 days | EOY Target: $611.90 (+27.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -6.90%
Rounded target for matching: -7%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       55.6%      0.64%      0.89%      4.06%        0.17%        1.61%     -7.22%     18.94%
 14 days      124       60.5%      1.16%      1.22%      5.98%        0.15%        2.28%    -25.39%     16.39%
 30 days      124       62.9%      1.87%      2.64%      8.06%        1.21%        4.08%    -13.98%     23.23%
 90 days      124       58.1%      4.58%      1.63%     12.65%       -0.62%        3.88%    -30.87%     25.01%
180 days      124       67.7%      5.50%      5.96%     21.36%        2.16%        9.75%    -36.68%     73.45%
365 days      124       71.8%     17.39%     15.48%     23.68%       11.27%       19.69%    -34.64%     64.37%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.24%
Rounded target for matching: -6%
Similar historical periods found: 140
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      140       50.0%      0.02%      0.08%      3.52%       -0.51%        0.67%    -11.72%     11.46%
 14 days      140       53.6%      0.39%      0.14%      5.31%       -0.75%        1.03%    -31.77%     15.82%
 30 days      140       56.4%      0.74%      0.70%      6.48%       -0.38%        1.79%    -17.55%     15.45%
 90 days      140       65.0%      3.78%      3.03%     11.71%        1.07%        4.99%    -37.95%     54.64%
180 days      139       67.6%      4.35%      3.19%     18.10%        0.15%        6.22%    -45.13%     71.53%
365 days      139       78.4%     17.89%     14.45%     18.59%       11.34%       17.57%    -24.16%     82.59%


========================================================================================================================

Chart 4: AVGO (R² = 0.9622, Window = 750 days) | Price: $275.40 | Date: 2025-07-11 | Daily: +0.0% | MTD: +0.4% | QTD: +0.4% | YTD: +17.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $275.40 ($214.73,-22% - $325.17,+18%)
   +30d (1m): $284.45,+3.3% ($231.14,-16% - $350.06,+27%)
   +60d (2m): $306.20,+11.2% ($248.79,-10% - $376.85,+37%)
   +90d (3m): $329.62,+19.7% ($267.80,-3% - $405.70,+47%)
   +180d (6m): $411.16,+49.3% ($333.96,+21% - $506.21,+84%)
   +365d (1y): $647.67,+135.2% ($525.69,+91% - $797.95,+190%)
   +EOY (173d): $404.15,+46.8% ($328.27,+19% - $497.57,+81%)
   End-of-year outlook: 📈 Bullish Trend (+46.8%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 173 days | EOY Target: $404.15 (+46.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 32.59%
Rounded target for matching: 33%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       37.5%     -2.32%     -1.46%      5.96%       -6.45%        3.52%     -9.61%     10.44%
 14 days        8       75.0%      5.72%      5.08%      9.46%       -2.83%       12.99%    -13.33%     21.76%
 30 days        8       75.0%      6.92%      4.84%     11.21%       -4.54%       14.21%    -18.33%     20.18%
 90 days        8       87.5%     11.08%     14.25%     14.01%        2.54%       25.96%     -3.81%     37.65%
180 days        7       85.7%     45.91%     41.06%     32.21%       11.27%       70.85%     -8.85%     88.29%
365 days        6      100.0%    102.76%     81.71%     46.05%       33.39%      130.04%      3.17%    129.58%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 47.77%
Rounded target for matching: 48%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       30.8%     -3.01%     -1.19%      4.23%       -3.74%        1.37%     -6.40%      8.06%
 14 days       13       30.8%     -3.36%     -1.35%      4.62%       -4.15%        1.44%     -6.96%      8.84%
 30 days       13       61.5%      2.11%      2.23%      6.82%       -1.89%        6.35%     -6.34%     14.38%
 90 days       13       92.3%     15.79%     14.13%     12.01%        6.87%       21.38%     -5.31%     31.17%
180 days       12       91.7%     36.09%     30.24%     22.79%       15.76%       44.72%     -1.30%     58.41%
365 days       11      100.0%     75.33%     75.87%     49.77%       42.44%      109.31%      9.38%    163.63%


========================================================================================================================

Chart 5: GE (R² = 0.9607, Window = 750 days) | Price: $252.57 | Date: 2025-07-11 | Daily: -0.0% | MTD: -1.1% | QTD: -1.1% | YTD: +50.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $252.57 ($215.71,-15% - $325.67,+29%)
   +30d (1m): $284.75,+12.7% ($231.73,-8% - $349.90,+39%)
   +60d (2m): $305.91,+21.1% ($248.93,-1% - $375.93,+49%)
   +90d (3m): $328.65,+30.1% ($267.41,+6% - $403.91,+60%)
   +180d (6m): $407.51,+61.3% ($331.50,+31% - $500.96,+98%)
   +365d (1y): $634.09,+151.1% ($515.45,+104% - $780.04,+209%)
   +EOY (173d): $400.75,+58.7% ($326.00,+29% - $492.64,+95%)
   End-of-year outlook: 📈 Bullish Trend (+58.7%)
   Confidence: 96.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 173 days | EOY Target: $400.75 (+58.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.67%
Rounded target for matching: 18%
Similar historical periods found: 146
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      146       55.5%      0.41%      0.58%      4.47%       -0.15%        1.31%    -10.92%     17.25%
 14 days      146       54.1%      0.43%      0.25%      6.29%       -0.78%        1.28%    -14.85%     21.29%
 30 days      146       53.4%      1.15%      0.23%     10.05%       -1.41%        1.87%    -49.56%     23.89%
 90 days      144       70.8%      5.61%      6.14%     16.40%        3.44%        8.84%    -43.65%     65.26%
180 days      143       70.6%     10.43%     13.11%     23.83%        9.16%       17.05%    -42.84%     83.84%
365 days      140       71.4%     21.32%     26.23%     46.76%       18.42%       34.04%    -49.36%    165.19%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.48%
Rounded target for matching: 25%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       55.9%      0.60%      1.21%      4.55%        0.31%        2.10%    -10.60%     14.81%
 14 days      102       61.8%      1.90%      2.15%      6.68%        0.84%        3.46%    -15.49%     20.48%
 30 days      102       62.7%      3.66%      2.54%     10.31%        0.51%        4.56%    -29.94%     25.96%
 90 days      100       66.0%      5.77%      5.41%     16.35%        2.17%        8.66%    -43.60%     41.91%
180 days      100       72.0%     18.16%     14.95%     24.36%       10.12%       19.78%    -46.86%     69.42%
365 days       99       84.8%     26.47%     31.90%     33.02%       25.32%       38.49%    -39.49%    108.89%


========================================================================================================================

Chart 6: JPM (R² = 0.9598, Window = 750 days) | Price: $288.19 | Date: 2025-07-11 | Daily: -0.0% | MTD: -0.5% | QTD: -0.5% | YTD: +21.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $288.19 ($245.63,-15% - $309.98,+8%)
   +30d (1m): $287.20,-0.3% ($255.65,-11% - $322.64,+12%)
   +60d (2m): $298.92,+3.7% ($266.07,-8% - $335.82,+17%)
   +90d (3m): $311.12,+8.0% ($276.92,-4% - $349.54,+21%)
   +180d (6m): $350.78,+21.7% ($312.17,+8% - $394.16,+37%)
   +365d (1y): $448.90,+55.8% ($399.34,+39% - $504.62,+75%)
   +EOY (173d): $347.52,+20.6% ($309.28,+7% - $390.50,+36%)
   End-of-year outlook: 📈 Bullish Trend (+20.6%)
   Confidence: 96.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 173 days | EOY Target: $347.52 (+20.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 14.42%
Rounded target for matching: 14%
Similar historical periods found: 180
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      180       64.4%      0.93%      0.82%      4.87%        0.10%        1.54%    -19.13%     14.81%
 14 days      180       60.6%      1.25%      0.97%      6.04%        0.08%        1.85%    -19.67%     18.60%
 30 days      180       66.1%      3.52%      3.26%      9.61%        1.84%        4.67%    -33.16%     41.24%
 90 days      180       64.4%      5.84%      4.82%     15.49%        2.54%        7.09%    -41.03%     46.88%
180 days      175       74.3%     17.00%     14.13%     21.48%       10.92%       17.33%    -42.50%     63.42%
365 days      169       72.8%     26.30%     27.45%     37.74%       21.72%       33.18%    -65.41%    112.78%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.80%
Rounded target for matching: 12%
Similar historical periods found: 230
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      230       64.8%      1.21%      0.96%      4.24%        0.41%        1.51%    -17.86%     17.12%
 14 days      230       58.7%      1.35%      1.40%      5.97%        0.62%        2.17%    -15.42%     20.05%
 30 days      230       63.5%      2.12%      2.70%      8.99%        1.53%        3.86%    -26.92%     28.34%
 90 days      228       71.5%      7.44%      7.30%     15.19%        5.31%        9.28%    -48.11%     52.85%
180 days      223       65.9%     11.64%      9.89%     22.59%        6.91%       12.87%    -61.66%     61.84%
365 days      217       68.2%     13.64%     16.45%     36.71%       11.54%       21.37%    -65.23%    110.03%


========================================================================================================================

Chart 7: BK (R² = 0.9591, Window = 504 days) | Price: $93.05 | Date: 2025-07-10 | Daily: -0.0% | MTD: +2.5% | QTD: +2.5% | YTD: +21.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $93.05 ($86.26,-7% - $106.34,+14%)
   +30d (1m): $100.98,+8.5% ($90.95,-2% - $112.13,+21%)
   +60d (2m): $106.48,+14.4% ($95.88,+3% - $118.24,+27%)
   +90d (3m): $112.27,+20.7% ($101.09,+9% - $124.68,+34%)
   +180d (6m): $131.60,+41.4% ($118.46,+27% - $146.20,+57%)
   +365d (1y): $182.43,+96.1% ($164.05,+76% - $202.86,+118%)
   +EOY (173d): $129.98,+39.7% ($117.00,+26% - $144.40,+55%)
   End-of-year outlook: 📈 Bullish Trend (+39.7%)
   Confidence: 95.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 173 days | EOY Target: $129.98 (+39.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BK - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.83%
Rounded target for matching: 9%
Similar historical periods found: 404
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      404       47.8%      0.00%     -0.03%      4.10%       -0.43%        0.37%    -14.59%     17.76%
 14 days      404       50.5%      0.11%      0.11%      6.03%       -0.48%        0.70%    -18.64%     41.45%
 30 days      404       55.0%      0.72%      0.97%      9.11%        0.08%        1.86%    -35.63%     55.26%
 90 days      400       62.0%      3.94%      4.25%     15.42%        2.74%        5.77%    -50.27%     66.18%
180 days      395       62.8%      9.03%      9.59%     22.60%        7.35%       11.82%    -45.80%     71.77%
365 days      386       66.3%     12.59%     19.18%     38.14%       15.37%       23.00%    -63.76%    145.38%


========================================================================================================================
BK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.26%
Rounded target for matching: 5%
Similar historical periods found: 367
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      367       56.9%      0.84%      0.54%      4.26%        0.10%        0.98%    -27.62%     16.41%
 14 days      367       56.7%      0.81%      0.97%      6.10%        0.35%        1.60%    -35.43%     20.00%
 30 days      367       59.4%      2.14%      1.52%      8.31%        0.67%        2.38%    -31.83%     26.57%
 90 days      366       60.7%      3.65%      3.30%     14.16%        1.84%        4.75%    -54.90%     36.86%
180 days      366       62.0%      6.29%      8.05%     21.12%        5.88%       10.22%    -40.17%     66.10%
365 days      366       68.9%     12.53%     17.47%     33.70%       14.00%       20.93%    -46.85%    113.27%


========================================================================================================================

Chart 8: PM (R² = 0.9537, Window = 378 days) | Price: $180.99 | Date: 2025-07-11 | Daily: -0.0% | MTD: -1.0% | QTD: -1.0% | YTD: +51.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $180.99 ($160.99,-11% - $197.84,+9%)
   +30d (1m): $190.47,+5.2% ($171.79,-5% - $211.17,+17%)
   +60d (2m): $203.27,+12.3% ($183.32,+1% - $225.41,+25%)
   +90d (3m): $216.94,+19.9% ($195.61,+8% - $240.60,+33%)
   +180d (6m): $263.71,+45.7% ($237.62,+31% - $292.67,+62%)
   +365d (1y): $393.93,+117.7% ($354.29,+96% - $438.01,+142%)
   +EOY (173d): $259.74,+43.5% ($234.06,+29% - $288.24,+59%)
   End-of-year outlook: 📈 Bullish Trend (+43.5%)
   Confidence: 95.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 173 days | EOY Target: $259.74 (+43.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.46%
Rounded target for matching: 7%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.9%      0.22%      0.05%      3.05%       -0.39%        0.49%    -12.41%      7.71%
 14 days      187       51.3%      0.07%      0.44%      4.43%       -0.20%        1.07%    -14.23%     13.85%
 30 days      187       55.1%      1.03%      0.86%      7.15%       -0.17%        1.89%    -20.81%     19.34%
 90 days      187       60.4%      3.30%      3.89%     13.30%        1.97%        5.81%    -27.98%     35.99%
180 days      184       66.3%      4.17%      8.90%     18.82%        6.16%       11.63%    -35.32%     56.86%
365 days      166       75.3%     11.09%     15.72%     25.27%       11.85%       19.59%    -39.72%    106.40%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.85%
Rounded target for matching: 16%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       56.0%      0.26%      0.11%      2.85%       -0.51%        0.73%     -6.63%      9.37%
 14 days       84       52.4%      0.26%      0.41%      4.56%       -0.58%        1.40%    -14.32%     14.09%
 30 days       84       64.3%      2.00%      1.32%      7.97%       -0.41%        3.05%    -27.84%     17.24%
 90 days       81       74.1%      4.92%      5.99%     10.39%        3.69%        8.29%    -18.10%     31.92%
180 days       80       57.5%      6.29%      8.62%     17.38%        4.75%       12.48%    -16.29%     56.67%
365 days       74       86.5%     24.73%     24.12%     21.75%       19.09%       29.16%    -21.01%     58.43%


========================================================================================================================

Chart 9: PGR (R² = 0.9477, Window = 1008 days) | Price: $250.41 | Date: 2025-07-10 | Daily: -0.0% | MTD: -6.1% | QTD: -6.1% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $250.41 ($237.29,-5% - $330.05,+32%)
   +30d (1m): $290.35,+16.0% ($246.19,-2% - $342.44,+37%)
   +60d (2m): $301.24,+20.3% ($255.41,+2% - $355.30,+42%)
   +90d (3m): $312.54,+24.8% ($264.98,+6% - $368.64,+47%)
   +180d (6m): $349.05,+39.4% ($295.90,+18% - $411.74,+64%)
   +365d (1y): $438.03,+74.9% ($371.23,+48% - $516.84,+106%)
   +EOY (173d): $346.06,+38.2% ($293.37,+17% - $408.21,+63%)
   End-of-year outlook: 📈 Bullish Trend (+38.2%)
   Confidence: 94.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 173 days | EOY Target: $346.06 (+38.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -11.77%
Rounded target for matching: -12%
Similar historical periods found: 129
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      129       55.8%      1.08%      0.69%      5.13%       -0.20%        1.59%    -11.95%     13.63%
 14 days      129       57.4%      0.79%      0.39%      7.14%       -0.85%        1.64%    -26.44%     17.61%
 30 days      129       62.8%      2.87%      3.83%     10.84%        1.94%        5.71%    -29.57%     29.06%
 90 days      129       73.6%     20.14%     15.93%     20.09%       12.43%       19.43%    -43.43%     60.07%
180 days      129       79.8%     20.86%     25.24%     29.39%       20.12%       30.36%    -45.95%     82.81%
365 days      129       84.5%     39.77%     51.23%     56.79%       41.33%       61.12%    -48.48%    234.86%


========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.14%
Rounded target for matching: -11%
Similar historical periods found: 143
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      143       65.0%      1.24%      1.53%      5.63%        0.60%        2.46%    -18.91%     24.04%
 14 days      143       67.1%      2.51%      3.24%      7.37%        2.02%        4.46%    -21.77%     25.53%
 30 days      143       72.7%      4.26%      5.12%      9.82%        3.50%        6.74%    -30.28%     27.35%
 90 days      143       63.6%      9.01%     11.54%     23.08%        7.72%       15.35%    -39.94%    103.19%
180 days      143       64.3%     11.05%     15.59%     29.23%       10.75%       20.42%    -60.09%    104.25%
365 days      143       72.7%     40.69%     36.94%     43.14%       29.80%       44.07%    -47.63%    147.61%


========================================================================================================================

Chart 10: PWR (R² = 0.9464, Window = 1008 days) | Price: $382.12 | Date: 2025-07-10 | Daily: +0.0% | MTD: +2.0% | QTD: +2.0% | YTD: +20.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $382.12 ($294.18,-23% - $420.94,+10%)
   +30d (1m): $366.06,-4.2% ($306.01,-20% - $437.90,+15%)
   +60d (2m): $380.80,-0.3% ($318.32,-17% - $455.54,+19%)
   +90d (3m): $396.13,+3.7% ($331.13,-13% - $473.90,+24%)
   +180d (6m): $445.92,+16.7% ($372.70,-2% - $533.53,+40%)
   +365d (1y): $568.81,+48.9% ($475.26,+24% - $680.76,+78%)
   +EOY (173d): $441.84,+15.6% ($369.29,-3% - $528.63,+38%)
   End-of-year outlook: 📈 Bullish Trend (+15.6%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈47%)
   📅 Days until EOY 2025: 173 days | EOY Target: $441.84 (+15.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PWR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.16%
Rounded target for matching: 17%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       50.0%     -0.01%      0.66%      6.17%       -0.65%        1.96%    -14.72%     23.87%
 14 days       88       51.1%      0.24%      0.69%      8.89%       -1.19%        2.57%    -20.71%     43.24%
 30 days       88       62.5%      3.78%      4.83%     16.80%        1.27%        8.39%    -30.80%     67.75%
 90 days       88       61.4%      7.45%     12.89%     42.33%        3.92%       21.86%    -86.98%    162.50%
180 days       84       70.2%     21.61%     22.75%     47.52%       12.43%       33.06%    -79.11%    220.72%
365 days       79       72.2%     42.94%     43.10%     60.82%       29.48%       56.72%    -60.95%    219.04%


========================================================================================================================
PWR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 47.27%
Rounded target for matching: 47%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       56.7%      1.02%      2.29%      9.14%       -1.12%        5.70%     -7.11%     48.07%
 14 days       30       60.0%      1.61%      3.90%     17.03%       -2.46%       10.26%    -11.32%     91.42%
 30 days       30       80.0%      5.27%      9.04%     20.89%        1.24%       16.84%    -19.00%    100.64%
 90 days       30       66.7%      6.67%     18.41%     36.49%        4.79%       32.04%    -31.29%    129.06%
180 days       30       70.0%     30.16%     35.64%     57.19%       14.28%       56.99%    -49.55%    159.82%
365 days       26       65.4%     32.27%     41.27%     79.17%        9.29%       73.24%    -57.91%    290.56%


========================================================================================================================

Chart 11: PLTR (R² = 0.9374, Window = 378 days) | Price: $142.50 | Date: 2025-07-11 | Daily: +0.0% | MTD: +5.3% | QTD: +5.3% | YTD: +87.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $142.50 ($103.37,-27% - $203.21,+43%)
   +30d (1m): $173.86,+22.0% ($123.95,-13% - $243.88,+71%)
   +60d (2m): $208.56,+46.4% ($148.61,+4% - $292.71,+105%)
   +90d (3m): $250.19,+75.6% ($178.16,+25% - $351.33,+147%)
   +180d (6m): $431.87,+203.1% ($306.88,+115% - $607.77,+327%)
   +365d (1y): $1.3K,+830.9% ($936.74,+557% - $1.9K,+1218%)
   +EOY (173d): $413.92,+190.5% ($294.18,+106% - $582.39,+309%)
   End-of-year outlook: 📈 Bullish Trend (+190.5%)
   Confidence: 93.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈71%)
   📅 Days until EOY 2025: 173 days | EOY Target: $413.92 (+190.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.48%
Rounded target for matching: 21%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      7.75%      6.21%     12.09%       -3.90%       16.31%     -9.69%     28.47%
 14 days        8       50.0%     -2.27%     11.47%     29.41%      -13.12%       36.05%    -18.72%     60.08%
 30 days        8       25.0%    -12.06%     -3.14%     27.93%      -26.49%       20.22%    -28.56%     60.50%
 90 days        8       25.0%    -21.50%     -6.86%     39.95%      -40.26%       26.55%    -52.25%     70.43%
180 days        7       14.3%    -13.95%     -9.35%     37.73%      -44.24%       25.55%    -65.51%     71.53%
365 days        7       71.4%     65.08%     74.43%    136.64%      -51.94%      200.80%    -70.86%    371.22%


========================================================================================================================

Chart 12: FICO (R² = 0.9358, Window = 750 days) | Price: $1.6K | Date: 2025-07-10 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.6K ($1.9K,+22% - $3.2K,+102%)
   +30d (1m): $2.7K,+67.9% ($2.1K,+31% - $3.4K,+116%)
   +60d (2m): $2.9K,+79.7% ($2.2K,+40% - $3.7K,+131%)
   +90d (3m): $3.1K,+92.2% ($2.4K,+49% - $3.9K,+147%)
   +180d (6m): $3.7K,+135.4% ($2.9K,+83% - $4.8K,+203%)
   +365d (1y): $5.7K,+257.2% ($4.4K,+177% - $7.3K,+360%)
   +EOY (173d): $3.7K,+131.8% ($2.9K,+80% - $4.7K,+198%)
   End-of-year outlook: 📈 Bullish Trend (+131.8%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 173 days | EOY Target: $3.7K (+131.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.41%
Rounded target for matching: -24%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       44       50.0%      0.15%      0.78%      7.97%       -1.64%        3.21%    -22.71%     15.04%
 14 days       44       65.9%      7.93%      7.17%     11.82%        3.58%       10.76%    -11.11%     31.82%
 30 days       44       68.2%      9.85%     10.80%     16.97%        5.64%       15.96%    -14.86%     55.03%
 90 days       44       93.2%     19.59%     23.05%     18.91%       17.30%       28.80%    -12.29%     83.14%
180 days       44       54.5%      3.89%     23.81%     36.05%       12.85%       34.77%    -18.19%     88.83%
365 days       44       79.5%     52.67%     52.85%     57.85%       35.27%       70.44%    -45.90%    152.21%


========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.62%
Rounded target for matching: -16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       68.6%      2.25%      2.49%      8.08%        0.76%        4.22%    -27.65%     19.87%
 14 days       86       57.0%      3.76%      2.69%     11.18%        0.29%        5.08%    -25.32%     36.84%
 30 days       86       54.7%      3.10%      6.33%     16.88%        2.71%        9.95%    -21.59%     59.62%
 90 days       85       60.0%      4.84%     12.58%     25.81%        7.02%       18.15%    -35.89%     66.03%
180 days       85       80.0%     13.99%     24.03%     30.69%       17.41%       30.65%    -28.68%    123.54%
365 days       85       69.4%     35.72%     39.71%     51.24%       28.65%       50.76%    -48.37%    185.79%


========================================================================================================================

Chart 13: MA (R² = 0.9354, Window = 750 days) | Price: $563.52 | Date: 2025-07-11 | Daily: -0.0% | MTD: +0.8% | QTD: +0.8% | YTD: +6.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $563.52 ($526.83,-7% - $632.87,+12%)
   +30d (1m): $591.78,+5.0% ($539.92,-4% - $648.63,+15%)
   +60d (2m): $606.50,+7.6% ($553.33,-2% - $664.79,+18%)
   +90d (3m): $621.59,+10.3% ($567.07,+1% - $681.35,+21%)
   +180d (6m): $669.14,+18.7% ($610.37,+8% - $733.55,+30%)
   +365d (1y): $778.60,+38.2% ($710.00,+26% - $853.82,+52%)
   +EOY (173d): $665.31,+18.1% ($606.89,+8% - $729.35,+29%)
   End-of-year outlook: 📈 Bullish Trend (+18.1%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 173 days | EOY Target: $665.31 (+18.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.90%
Rounded target for matching: -1%
Similar historical periods found: 146
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      146       54.8%      0.42%      0.02%      4.90%       -0.78%        0.82%    -13.43%     17.08%
 14 days      146       61.6%      1.04%      1.28%      5.36%        0.40%        2.15%    -13.06%     15.37%
 30 days      146       67.1%      3.58%      3.15%      7.78%        1.88%        4.42%    -18.15%     30.30%
 90 days      144       77.8%     10.28%      9.45%     14.41%        7.08%       11.83%    -37.25%     70.58%
180 days      142       85.9%     13.04%     17.17%     20.23%       13.81%       20.52%    -40.09%    103.46%
365 days      134       89.6%     23.80%     33.01%     31.86%       27.57%       38.46%    -19.93%    140.88%


========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.83%
Rounded target for matching: -2%
Similar historical periods found: 81
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       81       51.9%      0.37%      1.07%      6.41%       -0.35%        2.48%    -10.66%     29.55%
 14 days       81       60.5%      0.73%      1.84%      7.63%        0.16%        3.53%    -16.48%     31.66%
 30 days       81       64.2%      2.88%      3.25%      8.54%        1.36%        5.14%    -16.42%     33.56%
 90 days       80       80.0%      8.89%      8.10%     13.03%        5.20%       11.00%    -38.03%     41.72%
180 days       80       80.0%     14.69%     17.84%     24.04%       12.49%       23.19%    -26.22%    134.35%
365 days       73       93.2%     24.34%     29.83%     25.37%       23.91%       35.75%     -9.92%    105.37%


========================================================================================================================

Chart 14: AXON (R² = 0.9331, Window = 504 days) | Price: $805.86 | Date: 2025-07-10 | Daily: +0.0% | MTD: -2.4% | QTD: -2.4% | YTD: +33.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $805.86 ($607.23,-25% - $959.77,+19%)
   +30d (1m): $834.75,+3.6% ($663.86,-18% - $1.0K,+30%)
   +60d (2m): $912.76,+13.3% ($725.76,-10% - $1.1K,+42%)
   +90d (3m): $998.05,+23.8% ($793.41,-2% - $1.3K,+56%)
   +180d (6m): $1.3K,+61.9% ($1.0K,+29% - $1.6K,+104%)
   +365d (1y): $2.3K,+180.9% ($1.8K,+123% - $2.9K,+254%)
   +EOY (173d): $1.3K,+58.6% ($1.0K,+26% - $1.6K,+100%)
   End-of-year outlook: 📈 Bullish Trend (+58.6%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈52%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.3K (+58.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXON - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.33%
Rounded target for matching: 17%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       56.6%      1.36%      1.18%      8.40%       -0.66%        3.01%    -15.56%     31.04%
 14 days       83       54.2%      1.91%      1.82%     13.13%       -1.04%        4.69%    -24.85%     72.25%
 30 days       83       51.8%      0.17%      6.11%     20.97%        1.53%       10.69%    -31.49%     90.47%
 90 days       83       59.0%      3.68%     20.17%     59.01%        7.28%       33.05%    -66.12%    424.15%
180 days       82       65.9%     17.60%     53.55%    204.21%        8.68%       98.42%    -79.11%   1684.96%
365 days       78       73.1%     34.80%    176.65%    815.65%       -7.25%      360.55%    -73.65%   5490.07%


========================================================================================================================
AXON - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 52.50%
Rounded target for matching: 52%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       64.5%      1.01%      0.51%      5.64%       -1.56%        2.58%    -19.58%     11.00%
 14 days       31       71.0%      2.74%      6.06%     15.00%        0.56%       11.57%    -27.43%     37.13%
 30 days       31       61.3%     10.05%      9.80%     22.71%        1.47%       18.13%    -38.58%     48.90%
 90 days       31       51.6%      1.37%      1.82%     28.29%       -8.56%       12.20%    -69.13%     60.57%
180 days       29       58.6%     10.55%     12.63%     47.44%       -5.42%       30.67%    -77.49%    103.03%
365 days       24       50.0%     -0.43%     20.49%     65.65%       -7.23%       48.21%    -71.64%    125.77%


========================================================================================================================

Chart 15: IBM (R² = 0.9324, Window = 504 days) | Price: $287.43 | Date: 2025-07-11 | Daily: +0.0% | MTD: -2.4% | QTD: -2.4% | YTD: +31.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $287.43 ($245.63,-15% - $311.73,+8%)
   +30d (1m): $289.82,+0.8% ($257.24,-11% - $326.52,+14%)
   +60d (2m): $303.54,+5.6% ($269.39,-6% - $342.02,+19%)
   +90d (3m): $317.91,+10.6% ($282.12,-2% - $358.25,+25%)
   +180d (6m): $365.25,+27.1% ($324.00,+13% - $411.75,+43%)
   +365d (1y): $485.84,+69.0% ($430.51,+50% - $548.28,+91%)
   +EOY (173d): $361.33,+25.7% ($320.53,+12% - $407.32,+42%)
   End-of-year outlook: 📈 Bullish Trend (+25.7%)
   Confidence: 93.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 173 days | EOY Target: $361.33 (+25.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 15.34%
Rounded target for matching: 15%
Similar historical periods found: 238
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      238       59.7%      0.70%      0.67%      3.69%        0.20%        1.14%    -11.34%     13.48%
 14 days      238       60.1%      1.00%      1.15%      4.83%        0.53%        1.76%    -16.05%     21.19%
 30 days      238       63.9%      2.19%      2.04%      7.43%        1.09%        2.99%    -29.99%     17.53%
 90 days      236       71.2%      4.22%      5.87%     13.35%        4.16%        7.59%    -32.88%     48.04%
180 days      233       72.5%     12.26%     13.50%     22.69%       10.57%       16.43%    -49.27%     89.49%
365 days      219       71.2%     14.51%     22.01%     32.33%       17.70%       26.32%    -40.63%    116.62%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.65%
Rounded target for matching: 16%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       55.0%      0.69%      0.45%      3.73%        0.03%        0.87%     -9.89%     16.17%
 14 days      307       56.7%      0.65%      0.76%      5.00%        0.20%        1.32%    -13.46%     13.81%
 30 days      307       56.7%      0.92%      0.87%      7.59%        0.02%        1.73%    -26.90%     21.65%
 90 days      305       55.1%      1.32%      1.41%     13.78%       -0.14%        2.96%    -37.42%     43.50%
180 days      303       64.0%      5.94%      7.92%     22.73%        5.35%       10.48%    -46.55%     96.17%
365 days      303       67.3%     14.24%     21.66%     36.80%       17.50%       25.82%    -46.39%    118.93%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 13 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    FICO            36.3 0.9358       76.4 $1.6K              56.9 750     +0.0   -11.9   -11.9   -20.6
2    LLY             24.4 0.9228       49.8 $790.65            32.3 1008    -0.0    +1.4    +1.4    +1.7
3    NVDA            22.7 0.9162      147.9 $164.10            29.4 750     -0.0    +5.0    +5.0   +20.7
4    CRM             21.2 0.7416       29.3 $263.97            27.0 750     -0.0    -3.0    -3.0   -21.3
5    META            15.0 0.8984       86.9 $727.24            17.7 750     +0.0    -1.3    -1.3   +23.5
6    TMUS            14.9 0.9283       45.4 $228.15            17.5 504     +0.0    -4.3    -4.3    +3.4
7    NOW             13.6 0.8940       43.6 $968.09            15.7 750     -0.0    -5.8    -5.8    -9.8
8    ISRG            13.2 0.9198       43.0 $526.05            15.2 750     +0.0    -3.0    -3.0    +0.9
9    ANET            12.4 0.9067       66.1 $106.28            14.2 750     +0.0    +3.9    +3.9    -4.5
10   PGR             10.5 0.9477       36.2 $250.41            11.8 1008    -0.0    -6.1    -6.1    +6.2
11   AAPL            10.2 0.7247       18.3 $212.41            11.4 750     -0.0    +2.8    +2.8   -14.5
12   MNST            10.2 0.8541       86.7 $59.57             11.3 126     +0.0    -5.2    -5.2   +12.5
13   COST            10.1 0.9133       38.4 $970.17            11.2 750     +0.0    -2.0    -2.0    +6.3

📊 DISPLAYING 13 UNDERVALUED STOCK OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: FICO (Undervalued by 36.3%, Window = 750 days) | Price: $1.6K | Date: 2025-07-10 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.6K ($1.9K,+22% - $3.2K,+102%)
   +30d (1m): $2.7K,+67.9% ($2.1K,+31% - $3.4K,+116%)
   +60d (2m): $2.9K,+79.7% ($2.2K,+40% - $3.7K,+131%)
   +90d (3m): $3.1K,+92.2% ($2.4K,+49% - $3.9K,+147%)
   +180d (6m): $3.7K,+135.4% ($2.9K,+83% - $4.8K,+203%)
   +365d (1y): $5.7K,+257.2% ($4.4K,+177% - $7.3K,+360%)
   +EOY (173d): $3.7K,+131.8% ($2.9K,+80% - $4.7K,+198%)
   End-of-year outlook: 📈 Bullish Trend (+131.8%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 173 days | EOY Target: $3.7K (+131.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.41%
Rounded target for matching: -24%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       44       50.0%      0.15%      0.78%      7.97%       -1.64%        3.21%    -22.71%     15.04%
 14 days       44       65.9%      7.93%      7.17%     11.82%        3.58%       10.76%    -11.11%     31.82%
 30 days       44       68.2%      9.85%     10.80%     16.97%        5.64%       15.96%    -14.86%     55.03%
 90 days       44       93.2%     19.59%     23.05%     18.91%       17.30%       28.80%    -12.29%     83.14%
180 days       44       54.5%      3.89%     23.81%     36.05%       12.85%       34.77%    -18.19%     88.83%
365 days       44       79.5%     52.67%     52.85%     57.85%       35.27%       70.44%    -45.90%    152.21%


========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.62%
Rounded target for matching: -16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       68.6%      2.25%      2.49%      8.08%        0.76%        4.22%    -27.65%     19.87%
 14 days       86       57.0%      3.76%      2.69%     11.18%        0.29%        5.08%    -25.32%     36.84%
 30 days       86       54.7%      3.10%      6.33%     16.88%        2.71%        9.95%    -21.59%     59.62%
 90 days       85       60.0%      4.84%     12.58%     25.81%        7.02%       18.15%    -35.89%     66.03%
180 days       85       80.0%     13.99%     24.03%     30.69%       17.41%       30.65%    -28.68%    123.54%
365 days       85       69.4%     35.72%     39.71%     51.24%       28.65%       50.76%    -48.37%    185.79%


========================================================================================================================

Chart 2: LLY (Undervalued by 24.4%, Window = 1008 days) | Price: $790.65 | Date: 2025-07-11 | Daily: -0.0% | MTD: +1.4% | QTD: +1.4% | YTD: +1.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $790.65 ($802.06,+1% - $1.4K,+72%)
   +30d (1m): $1.1K,+38.8% ($841.54,+6% - $1.4K,+81%)
   +60d (2m): $1.2K,+45.6% ($882.97,+12% - $1.5K,+90%)
   +90d (3m): $1.2K,+52.8% ($926.43,+17% - $1.6K,+99%)
   +180d (6m): $1.4K,+76.5% ($1.1K,+35% - $1.8K,+130%)
   +365d (1y): $1.9K,+137.5% ($1.4K,+82% - $2.4K,+210%)
   +EOY (173d): $1.4K,+74.5% ($1.1K,+34% - $1.8K,+128%)
   End-of-year outlook: 📈 Bullish Trend (+74.5%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.4K (+74.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.86%
Rounded target for matching: 8%
Similar historical periods found: 462
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      462       52.4%      0.24%      0.35%      4.02%       -0.01%        0.72%    -14.81%     13.77%
 14 days      462       50.4%      0.21%      0.50%      5.64%       -0.02%        1.01%    -29.74%     20.98%
 30 days      462       56.7%      1.18%      1.38%      8.30%        0.62%        2.14%    -29.16%     30.18%
 90 days      462       60.0%      4.43%      4.16%     14.24%        2.85%        5.46%    -33.40%     52.43%
180 days      458       67.7%     10.31%     12.48%     21.80%       10.48%       14.48%    -33.43%     85.13%
365 days      454       73.3%     19.42%     28.81%     41.84%       24.95%       32.67%    -43.96%    163.20%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.78%
Rounded target for matching: -15%
Similar historical periods found: 120
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      120       49.2%      0.00%     -0.18%      4.83%       -1.05%        0.70%    -10.96%     10.88%
 14 days      120       58.3%      1.33%      0.85%      6.01%       -0.24%        1.94%    -18.66%     14.22%
 30 days      120       54.2%      1.69%      0.92%      9.65%       -0.82%        2.67%    -24.68%     21.34%
 90 days      120       61.7%      1.58%      5.08%     16.16%        2.16%        8.00%    -15.98%     84.97%
180 days      118       61.0%      8.60%      9.67%     19.59%        6.09%       13.24%    -29.67%     59.29%
365 days      118       65.3%      6.93%     15.08%     30.11%        9.60%       20.57%    -25.06%    145.05%


========================================================================================================================

Chart 3: NVDA (Undervalued by 22.7%, Window = 750 days) | Price: $164.10 | Date: 2025-07-11 | Daily: -0.0% | MTD: +5.0% | QTD: +5.0% | YTD: +20.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $164.10 ($133.47,-19% - $337.87,+106%)
   +30d (1m): $236.59,+44.2% ($148.68,-9% - $376.48,+129%)
   +60d (2m): $263.59,+60.6% ($165.62,+1% - $419.51,+156%)
   +90d (3m): $293.67,+79.0% ($184.49,+12% - $467.47,+185%)
   +180d (6m): $406.12,+147.5% ($254.98,+55% - $646.85,+294%)
   +365d (1y): $790.77,+381.9% ($495.70,+202% - $1.3K,+669%)
   +EOY (173d): $396.01,+141.3% ($248.64,+52% - $630.71,+284%)
   End-of-year outlook: 📈 Bullish Trend (+141.3%)
   Confidence: 91.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈44%)
   📅 Days until EOY 2025: 173 days | EOY Target: $396.01 (+141.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 40.69%
Rounded target for matching: 41%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       60.0%      1.59%      3.55%      9.47%       -0.89%        7.98%    -10.35%     29.55%
 14 days       20       50.0%      0.02%      5.48%     15.83%       -1.93%       12.89%    -17.04%     61.88%
 30 days       20       80.0%     17.11%     16.65%     18.80%        7.85%       25.45%    -15.52%     47.03%
 90 days       20       90.0%     20.80%     38.71%     43.20%       18.50%       58.93%    -31.21%    153.27%
180 days       20       85.0%     65.77%     75.41%     78.76%       38.55%      112.27%    -35.31%    264.36%
365 days       16       68.8%    144.23%    143.64%    168.43%       53.89%      233.39%    -80.60%    422.70%


========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 43.89%
Rounded target for matching: 44%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       58.8%      2.69%      1.87%      9.70%       -1.51%        5.26%    -17.19%     21.95%
 14 days       34       58.8%      3.96%      2.15%     13.89%       -2.70%        6.99%    -25.36%     36.23%
 30 days       34       67.6%      8.55%      8.67%     17.76%        2.47%       14.86%    -23.15%     47.15%
 90 days       34       67.6%     25.32%     20.35%     42.01%        5.69%       35.01%    -45.06%     93.71%
180 days       34       70.6%     36.52%     46.55%     83.53%       17.40%       75.69%    -82.92%    328.78%
365 days       31       71.0%     36.90%     93.05%    126.42%       46.68%      139.42%    -74.27%    387.95%


========================================================================================================================

Chart 4: CRM (Undervalued by 21.2%, Window = 750 days) | Price: $263.97 | Date: 2025-07-11 | Daily: -0.0% | MTD: -3.0% | QTD: -3.0% | YTD: -21.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $263.97 ($259.28,-2% - $433.22,+64%)
   +30d (1m): $345.57,+30.9% ($267.32,+1% - $446.72,+69%)
   +60d (2m): $356.31,+35.0% ($275.60,+4% - $460.65,+75%)
   +90d (3m): $367.38,+39.2% ($284.14,+8% - $475.01,+80%)
   +180d (6m): $402.71,+52.6% ($311.36,+18% - $520.87,+97%)
   +365d (1y): $486.37,+84.3% ($375.72,+42% - $629.62,+139%)
   +EOY (173d): $399.85,+51.5% ($309.16,+17% - $517.15,+96%)
   End-of-year outlook: 📈 Bullish Trend (+51.5%)
   Confidence: 74.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 173 days | EOY Target: $399.85 (+51.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -4.01%
Rounded target for matching: -4%
Similar historical periods found: 106
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      106       46.2%     -0.45%      0.26%      7.00%       -1.09%        1.61%    -14.23%     31.93%
 14 days      106       49.1%     -0.39%      1.11%      8.86%       -0.60%        2.82%    -18.52%     39.83%
 30 days      106       59.4%      2.11%      2.99%     11.25%        0.83%        5.16%    -20.69%     47.75%
 90 days      104       78.8%     14.78%     13.79%     19.21%       10.05%       17.52%    -60.13%     60.40%
180 days      104       86.5%     19.63%     22.96%     33.64%       16.42%       29.51%    -60.54%    184.52%
365 days       99       80.8%     43.41%     44.28%     55.39%       33.23%       55.32%    -39.56%    278.26%


========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.64%
Rounded target for matching: -10%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       62.4%      1.73%      1.21%      7.57%       -0.43%        2.84%    -23.18%     28.29%
 14 days       85       63.5%      4.09%      3.32%     11.46%        0.85%        5.79%    -20.49%     39.83%
 30 days       85       63.5%      5.79%      6.02%     15.66%        2.64%        9.39%    -26.17%     38.76%
 90 days       84       89.3%     15.61%     18.52%     18.78%       14.44%       22.60%    -41.86%     57.51%
180 days       84       89.3%     23.74%     37.62%     46.19%       27.60%       47.65%    -34.00%    184.52%
365 days       80       88.8%     47.37%     55.26%     48.01%       44.58%       65.95%    -28.75%    178.12%


========================================================================================================================

Chart 5: META (Undervalued by 15.0%, Window = 750 days) | Price: $727.24 | Date: 2025-07-11 | Daily: +0.0% | MTD: -1.3% | QTD: -1.3% | YTD: +23.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $727.24 ($599.55,-18% - $1.2K,+68%)
   +30d (1m): $921.94,+26.8% ($645.83,-11% - $1.3K,+81%)
   +60d (2m): $993.23,+36.6% ($695.68,-4% - $1.4K,+95%)
   +90d (3m): $1.1K,+47.1% ($749.38,+3% - $1.5K,+110%)
   +180d (6m): $1.3K,+84.0% ($936.57,+29% - $1.9K,+163%)
   +365d (1y): $2.1K,+191.2% ($1.5K,+104% - $3.0K,+317%)
   +EOY (173d): $1.3K,+80.8% ($920.47,+27% - $1.9K,+158%)
   End-of-year outlook: 📈 Bullish Trend (+80.8%)
   Confidence: 89.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.3K (+80.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 22.84%
Rounded target for matching: 23%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       69.2%      1.94%      2.45%      5.55%        0.21%        4.70%     -8.56%     14.13%
 14 days       26       53.8%      1.29%      2.14%      7.18%       -0.76%        5.03%    -15.36%     22.05%
 30 days       26       69.2%      7.54%      7.88%     11.19%        3.36%       12.40%    -14.50%     28.55%
 90 days       26       69.2%     11.53%     10.79%     16.43%        4.15%       17.42%    -22.69%     43.34%
180 days       26       92.3%     30.43%     36.22%     30.45%       23.92%       48.52%    -15.38%     85.33%
365 days       23       91.3%     94.28%     81.84%     56.39%       57.46%      106.22%    -22.21%    183.99%


========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.20%
Rounded target for matching: 11%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       51.5%      0.45%      0.51%      3.65%       -0.22%        1.25%     -8.26%     10.23%
 14 days       97       66.0%      1.71%      2.14%      4.70%        1.19%        3.09%    -10.07%     15.34%
 30 days       97       67.0%      3.44%      2.87%      8.21%        1.22%        4.53%    -22.30%     23.23%
 90 days       95       78.9%      8.47%     10.77%     15.39%        7.64%       13.91%    -24.23%     60.08%
180 days       88       87.5%     21.59%     21.44%     20.30%       17.14%       25.74%    -17.66%    111.68%
365 days       87       82.8%     46.34%     37.88%     41.29%       29.08%       46.68%    -57.03%    206.53%


========================================================================================================================

Chart 6: TMUS (Undervalued by 14.9%, Window = 504 days) | Price: $228.15 | Date: 2025-07-11 | Daily: +0.0% | MTD: -4.3% | QTD: -4.3% | YTD: +3.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $228.15 ($238.21,+4% - $301.92,+32%)
   +30d (1m): $280.41,+22.9% ($249.05,+9% - $315.72,+38%)
   +60d (2m): $293.20,+28.5% ($260.38,+14% - $330.15,+45%)
   +90d (3m): $306.57,+34.4% ($272.23,+19% - $345.24,+51%)
   +180d (6m): $350.45,+53.6% ($311.07,+36% - $394.81,+73%)
   +365d (1y): $461.37,+102.2% ($409.10,+79% - $520.32,+128%)
   +EOY (173d): $346.82,+52.0% ($307.86,+35% - $390.71,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.0%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $346.82 (+52.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -6.08%
Rounded target for matching: -6%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       62.4%      1.37%      1.43%      6.29%        0.24%        2.62%    -18.59%     19.52%
 14 days      109       61.5%      2.31%      2.21%     10.81%        0.16%        4.26%    -39.96%     36.83%
 30 days      109       68.8%      5.86%      4.21%     13.71%        1.60%        6.81%    -37.93%     55.87%
 90 days      103       74.8%     10.76%      8.32%     18.92%        4.63%       12.02%    -52.08%     67.62%
180 days      101       70.3%     19.46%     17.12%     31.27%       10.94%       23.29%    -65.06%     82.80%
365 days      101       88.1%     30.64%     38.62%     45.93%       29.55%       47.69%    -64.44%    215.43%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -16.07%
Rounded target for matching: -16%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       44.1%     -1.18%     -0.50%      7.07%       -2.96%        1.97%    -16.13%     15.11%
 14 days       34       50.0%      0.02%      0.41%     10.14%       -3.13%        3.95%    -29.27%     20.21%
 30 days       34       44.1%     -1.14%     -0.56%     12.32%       -4.86%        3.74%    -35.48%     17.75%
 90 days       34       82.4%      9.36%     10.07%     21.73%        2.49%       17.66%    -47.99%     42.52%
180 days       34       82.4%     28.04%     21.59%     29.83%       11.18%       32.00%    -47.94%     71.15%
365 days       34       79.4%     29.32%     32.32%     49.61%       15.01%       49.63%    -62.57%    147.07%


========================================================================================================================

Chart 7: NOW (Undervalued by 13.6%, Window = 750 days) | Price: $968.09 | Date: 2025-07-11 | Daily: -0.0% | MTD: -5.8% | QTD: -5.8% | YTD: -9.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $968.09 ($907.22,-6% - $1.4K,+43%)
   +30d (1m): $1.2K,+20.8% ($947.13,-2% - $1.4K,+49%)
   +60d (2m): $1.2K,+26.1% ($988.79,+2% - $1.5K,+56%)
   +90d (3m): $1.3K,+31.7% ($1.0K,+7% - $1.6K,+63%)
   +180d (6m): $1.5K,+49.9% ($1.2K,+21% - $1.8K,+85%)
   +365d (1y): $1.9K,+95.5% ($1.5K,+58% - $2.3K,+142%)
   +EOY (173d): $1.4K,+48.4% ($1.2K,+20% - $1.8K,+83%)
   End-of-year outlook: 📈 Bullish Trend (+48.4%)
   Confidence: 89.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.4K (+48.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NOW - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -1.22%
Rounded target for matching: -1%
Similar historical periods found: 87
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       87       59.8%      1.28%      1.42%      6.19%        0.10%        2.74%    -11.69%     17.66%
 14 days       87       60.9%      2.55%      2.74%      7.35%        1.18%        4.31%    -17.84%     18.91%
 30 days       87       75.9%      9.05%      7.16%     10.09%        5.01%        9.31%    -25.48%     27.72%
 90 days       87       81.6%     15.66%     15.55%     16.47%       12.04%       19.06%    -23.62%     46.42%
180 days       87       81.6%     22.58%     23.33%     28.01%       17.36%       29.30%    -40.23%     82.52%
365 days       82       84.1%     49.85%     45.50%     44.54%       35.72%       55.29%    -33.12%    137.66%


========================================================================================================================
NOW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.35%
Rounded target for matching: 6%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       50.0%      0.24%      0.36%      5.75%       -1.21%        1.93%    -14.36%     12.80%
 14 days       54       50.0%     -0.01%      0.03%      7.81%       -2.10%        2.17%    -21.32%     13.43%
 30 days       54       61.1%      2.64%      2.51%      9.41%       -0.06%        5.08%    -15.37%     26.41%
 90 days       54       81.5%     19.20%     16.05%     18.31%       11.05%       21.04%    -33.95%     66.80%
180 days       54       83.3%     30.92%     26.00%     28.53%       18.21%       33.79%    -35.06%     98.08%
365 days       47       68.1%     44.96%     44.45%     50.30%       29.68%       59.22%    -33.83%    136.32%


========================================================================================================================

Chart 8: ISRG (Undervalued by 13.2%, Window = 750 days) | Price: $526.05 | Date: 2025-07-11 | Daily: +0.0% | MTD: -3.0% | QTD: -3.0% | YTD: +0.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $526.05 ($506.77,-4% - $724.11,+38%)
   +30d (1m): $632.10,+20.2% ($528.77,+1% - $755.63,+44%)
   +60d (2m): $659.58,+25.4% ($551.72,+5% - $788.53,+50%)
   +90d (3m): $688.25,+30.8% ($575.66,+9% - $822.86,+56%)
   +180d (6m): $781.95,+48.6% ($653.88,+24% - $935.11,+78%)
   +365d (1y): $1.0K,+93.2% ($849.56,+61% - $1.2K,+131%)
   +EOY (173d): $774.23,+47.2% ($647.44,+23% - $925.85,+76%)
   End-of-year outlook: 📈 Bullish Trend (+47.2%)
   Confidence: 92.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 173 days | EOY Target: $774.23 (+47.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -1.95%
Rounded target for matching: -2%
Similar historical periods found: 153
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      153       59.5%      0.99%      0.65%      6.12%       -0.33%        1.63%    -19.20%     17.44%
 14 days      153       60.8%      1.62%      1.45%      9.86%       -0.12%        3.03%    -29.03%     28.06%
 30 days      153       52.9%      1.05%      1.02%     14.09%       -1.23%        3.27%    -48.83%     63.14%
 90 days      152       64.5%      5.61%      9.21%     27.04%        4.88%       13.54%    -64.34%    145.37%
180 days      152       71.7%     12.81%     24.41%     51.89%       16.09%       32.72%    -66.13%    206.37%
365 days      148       71.6%     32.49%     51.82%     85.76%       37.89%       65.75%    -48.30%    482.30%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.22%
Rounded target for matching: -7%
Similar historical periods found: 89
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       89       58.4%      1.15%      0.93%      7.09%       -0.57%        2.42%    -21.97%     42.86%
 14 days       89       62.9%      2.20%      3.48%     12.52%        0.84%        6.12%    -17.18%     72.25%
 30 days       89       67.4%      6.25%      7.34%     19.96%        3.13%       11.54%    -42.52%    119.62%
 90 days       86       66.3%      9.67%      5.17%     25.49%       -0.29%       10.64%    -65.41%     78.93%
180 days       86       67.4%     14.95%     13.62%     36.87%        5.71%       21.53%    -64.05%    155.32%
365 days       86       82.6%     34.61%     48.65%     60.94%       35.59%       61.72%    -23.39%    347.87%


========================================================================================================================

Chart 9: ANET (Undervalued by 12.4%, Window = 750 days) | Price: $106.28 | Date: 2025-07-10 | Daily: +0.0% | MTD: +3.9% | QTD: +3.9% | YTD: -4.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $106.28 ($92.15,-13% - $159.76,+50%)
   +30d (1m): $128.89,+21.3% ($97.88,-8% - $169.72,+60%)
   +60d (2m): $136.91,+28.8% ($103.96,-2% - $180.30,+70%)
   +90d (3m): $145.43,+36.8% ($110.42,+4% - $191.54,+80%)
   +180d (6m): $174.31,+64.0% ($132.30,+24% - $229.66,+116%)
   +365d (1y): $252.95,+138.0% ($191.81,+80% - $333.58,+214%)
   +EOY (173d): $171.87,+61.7% ($130.45,+23% - $226.44,+113%)
   End-of-year outlook: 📈 Bullish Trend (+61.7%)
   Confidence: 90.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 173 days | EOY Target: $171.87 (+61.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ANET - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.78%
Rounded target for matching: 22%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       59.0%      1.32%      0.58%      5.32%       -1.15%        2.30%    -12.67%      9.16%
 14 days       39       59.0%      1.06%      0.25%      7.00%       -2.02%        2.52%    -16.68%     11.38%
 30 days       39       43.6%     -0.79%     -1.76%     11.22%       -5.40%        1.88%    -30.15%     21.07%
 90 days       39       64.1%     12.92%      9.03%     18.12%        3.16%       14.91%    -27.89%     42.38%
180 days       39       66.7%     20.39%     22.42%     34.03%       11.39%       33.45%    -24.82%     94.17%
365 days       33       81.8%     60.65%     64.45%     62.70%       42.22%       86.69%    -31.43%    180.15%


========================================================================================================================
ANET - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.22%
Rounded target for matching: 14%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       60.0%      2.12%      2.21%      5.80%        0.35%        4.07%     -9.66%     22.16%
 14 days       40       72.5%      2.34%      4.00%      9.16%        1.07%        6.93%    -17.78%     27.11%
 30 days       40       85.0%      8.38%      8.61%     11.11%        5.06%       12.17%    -15.47%     35.92%
 90 days       40       87.5%     22.23%     23.58%     20.07%       17.16%       30.00%    -15.44%     67.90%
180 days       40       77.5%     38.59%     39.57%     38.95%       27.12%       52.03%    -23.16%    103.82%
365 days       36       83.3%     50.41%     79.32%     77.19%       53.21%      105.44%    -12.45%    275.80%


========================================================================================================================

Chart 10: PGR (Undervalued by 10.5%, Window = 1008 days) | Price: $250.41 | Date: 2025-07-10 | Daily: -0.0% | MTD: -6.1% | QTD: -6.1% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $250.41 ($237.29,-5% - $330.05,+32%)
   +30d (1m): $290.35,+16.0% ($246.19,-2% - $342.44,+37%)
   +60d (2m): $301.24,+20.3% ($255.41,+2% - $355.30,+42%)
   +90d (3m): $312.54,+24.8% ($264.98,+6% - $368.64,+47%)
   +180d (6m): $349.05,+39.4% ($295.90,+18% - $411.74,+64%)
   +365d (1y): $438.03,+74.9% ($371.23,+48% - $516.84,+106%)
   +EOY (173d): $346.06,+38.2% ($293.37,+17% - $408.21,+63%)
   End-of-year outlook: 📈 Bullish Trend (+38.2%)
   Confidence: 94.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 173 days | EOY Target: $346.06 (+38.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -11.77%
Rounded target for matching: -12%
Similar historical periods found: 129
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      129       55.8%      1.08%      0.69%      5.13%       -0.20%        1.59%    -11.95%     13.63%
 14 days      129       57.4%      0.79%      0.39%      7.14%       -0.85%        1.64%    -26.44%     17.61%
 30 days      129       62.8%      2.87%      3.83%     10.84%        1.94%        5.71%    -29.57%     29.06%
 90 days      129       73.6%     20.14%     15.93%     20.09%       12.43%       19.43%    -43.43%     60.07%
180 days      129       79.8%     20.86%     25.24%     29.39%       20.12%       30.36%    -45.95%     82.81%
365 days      129       84.5%     39.77%     51.23%     56.79%       41.33%       61.12%    -48.48%    234.86%


========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.14%
Rounded target for matching: -11%
Similar historical periods found: 143
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      143       65.0%      1.24%      1.53%      5.63%        0.60%        2.46%    -18.91%     24.04%
 14 days      143       67.1%      2.51%      3.24%      7.37%        2.02%        4.46%    -21.77%     25.53%
 30 days      143       72.7%      4.26%      5.12%      9.82%        3.50%        6.74%    -30.28%     27.35%
 90 days      143       63.6%      9.01%     11.54%     23.08%        7.72%       15.35%    -39.94%    103.19%
180 days      143       64.3%     11.05%     15.59%     29.23%       10.75%       20.42%    -60.09%    104.25%
365 days      143       72.7%     40.69%     36.94%     43.14%       29.80%       44.07%    -47.63%    147.61%


========================================================================================================================

Chart 11: AAPL (Undervalued by 10.2%, Window = 750 days) | Price: $212.41 | Date: 2025-07-11 | Daily: -0.0% | MTD: +2.8% | QTD: +2.8% | YTD: -14.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $212.41 ($198.65,-6% - $281.80,+33%)
   +30d (1m): $241.37,+13.6% ($202.64,-5% - $287.50,+35%)
   +60d (2m): $246.24,+15.9% ($206.72,-3% - $293.32,+38%)
   +90d (3m): $251.21,+18.3% ($210.87,-1% - $299.25,+41%)
   +180d (6m): $266.72,+25.6% ($223.84,+5% - $317.80,+50%)
   +365d (1y): $301.67,+42.0% ($253.03,+19% - $359.66,+69%)
   +EOY (173d): $265.48,+25.0% ($222.81,+5% - $316.32,+49%)
   End-of-year outlook: 📈 Bullish Trend (+25.0%)
   Confidence: 72.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 173 days | EOY Target: $265.48 (+25.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.13%
Rounded target for matching: 7%
Similar historical periods found: 280
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      280       52.1%      0.46%      0.36%      6.80%       -0.44%        1.16%    -55.84%     21.93%
 14 days      280       55.0%      1.17%      0.96%      9.20%       -0.12%        2.04%    -58.76%     25.62%
 30 days      280       56.4%      2.08%      1.74%     15.12%       -0.04%        3.52%    -65.56%     47.88%
 90 days      280       66.4%      8.53%      8.91%     26.54%        5.79%       12.04%    -71.80%    100.78%
180 days      278       64.7%     17.26%     18.19%     43.68%       13.03%       23.34%    -67.15%    203.63%
365 days      272       71.3%     33.23%     51.29%     81.61%       41.55%       61.04%    -65.30%    338.55%


========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.65%
Rounded target for matching: -11%
Similar historical periods found: 122
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      122       50.8%      0.36%      0.35%      7.52%       -1.00%        1.70%    -20.30%     20.00%
 14 days      122       51.6%      0.25%      1.61%     10.65%       -0.30%        3.52%    -22.55%     39.27%
 30 days      122       59.8%      5.27%      5.15%     16.89%        2.12%        8.18%    -38.71%     41.27%
 90 days      121       58.7%      6.29%     11.72%     34.78%        5.46%       17.98%    -63.46%    140.74%
180 days      121       69.4%     16.90%     24.01%     52.57%       14.55%       33.48%    -58.89%    214.81%
365 days      114       77.2%     35.37%     52.30%     74.47%       38.48%       66.12%    -58.01%    346.67%


========================================================================================================================

Chart 12: MNST (Undervalued by 10.2%, Window = 126 days) | Price: $59.57 | Date: 2025-07-10 | Daily: +0.0% | MTD: -5.2% | QTD: -5.2% | YTD: +12.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: $59.57 ($61.55,+3% - $71.49,+20%)
   +30d (1m): $71.45,+19.9% ($66.23,+11% - $77.08,+29%)
   +60d (2m): $76.96,+29.2% ($71.24,+20% - $83.14,+40%)
   +90d (3m): $82.90,+39.2% ($76.61,+29% - $89.71,+51%)
   +180d (6m): $103.61,+73.9% ($95.07,+60% - $112.92,+90%)
   +365d (1y): $163.86,+175.1% ($147.24,+147% - $182.35,+206%)
   +EOY (173d): $101.83,+70.9% ($93.50,+57% - $110.90,+86%)
   End-of-year outlook: 📈 Bullish Trend (+70.9%)
   Confidence: 85.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $101.83 (+70.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MNST - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.95%
Rounded target for matching: -1%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       43.9%     -0.19%     -0.13%      6.83%       -1.09%        0.84%    -19.10%     46.25%
 14 days      196       50.5%      0.08%      0.37%      9.64%       -0.99%        1.73%    -36.16%     75.05%
 30 days      196       55.6%      1.72%      2.65%     14.16%        0.65%        4.64%    -39.35%     98.18%
 90 days      196       64.3%      4.34%      8.84%     25.58%        5.24%       12.44%    -42.66%    217.38%
180 days      189       64.6%      5.60%     20.57%     48.16%       13.66%       27.48%    -40.55%    287.43%
365 days      178       64.6%     14.35%     69.24%    149.23%       47.17%       91.32%    -48.65%    908.57%


========================================================================================================================
MNST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.00%
Rounded target for matching: 9%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       55.2%      0.73%      0.66%      7.14%       -0.56%        1.88%    -16.67%     45.82%
 14 days      134       50.7%      0.15%      2.17%     17.39%       -0.80%        5.14%    -18.68%    174.98%
 30 days      134       47.8%     -0.11%      2.58%     18.10%       -0.51%        5.67%    -29.17%    116.65%
 90 days      134       57.5%      2.41%     10.56%     32.16%        5.06%       16.05%    -43.75%    166.65%
180 days      128       60.2%      2.92%     21.17%     60.91%       10.51%       31.82%    -56.25%    359.44%
365 days      126       65.9%      4.73%     55.08%    140.44%       30.31%       79.84%    -78.12%    919.16%


========================================================================================================================

Chart 13: COST (Undervalued by 10.1%, Window = 750 days) | Price: $970.17 | Date: 2025-07-11 | Daily: +0.0% | MTD: -2.0% | QTD: -2.0% | YTD: +6.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $970.17 ($911.15,-6% - $1.3K,+32%)
   +30d (1m): $1.1K,+15.6% ($947.00,-2% - $1.3K,+37%)
   +60d (2m): $1.2K,+20.2% ($984.27,+1% - $1.4K,+42%)
   +90d (3m): $1.2K,+24.9% ($1.0K,+5% - $1.4K,+48%)
   +180d (6m): $1.4K,+40.3% ($1.1K,+18% - $1.6K,+66%)
   +365d (1y): $1.7K,+78.0% ($1.5K,+50% - $2.0K,+111%)
   +EOY (173d): $1.3K,+39.0% ($1.1K,+17% - $1.6K,+65%)
   End-of-year outlook: 📈 Bullish Trend (+39.0%)
   Confidence: 91.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 173 days | EOY Target: $1.3K (+39.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.76%
Rounded target for matching: -4%
Similar historical periods found: 290
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      290       59.7%      0.86%      1.01%      5.08%        0.43%        1.60%    -14.18%     19.62%
 14 days      290       58.3%      1.47%      1.44%      6.38%        0.70%        2.18%    -20.51%     18.18%
 30 days      290       61.7%      2.60%      2.83%      9.66%        1.72%        3.95%    -32.26%     31.31%
 90 days      288       72.9%      8.98%      7.37%     15.54%        5.57%        9.17%    -38.29%     54.25%
180 days      288       80.9%     15.70%     15.32%     21.55%       12.82%       17.82%    -39.71%     72.88%
365 days      287       84.3%     28.62%     31.33%     37.27%       27.00%       35.66%    -49.56%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.20%
Rounded target for matching: -7%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       61.0%      1.62%      1.10%      5.06%        0.32%        1.88%    -13.33%     18.75%
 14 days      164       61.6%      1.70%      2.13%      7.01%        1.05%        3.21%    -16.37%     28.63%
 30 days      164       73.8%      4.05%      4.41%      9.39%        2.96%        5.86%    -18.95%     28.29%
 90 days      164       72.6%     10.11%      8.35%     16.35%        5.83%       10.87%    -42.70%     50.21%
180 days      164       70.7%     17.65%     13.89%     23.44%       10.27%       17.50%    -30.93%     79.53%
365 days      164       75.0%     28.97%     26.99%     32.23%       22.02%       31.95%    -25.60%    107.75%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 9 STOCK INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    HOOD            45.2 0.9116      192.7 $94.54             31.1 504     -0.0    -0.5    -0.5  +145.3
2    ORCL            24.0 0.8782       39.6 $235.00            19.4 750     +0.0    +7.2    +7.2   +40.3
3    PFE             17.9 0.8123      -18.9 $25.78             15.2 750     -0.0    +6.2    +6.2    -0.2
4    TMO             14.0 0.8522      -58.0 $430.73            12.3 126     -0.0    +6.0    +6.0   -16.9
5    CRWD            12.1 0.7768       59.2 $513.51            10.8 750     -0.0    +0.8    +0.8   +48.2
6    EMR             12.0 0.7808       18.2 $139.80            10.7 750     -0.0    +5.2    +5.2   +12.4
7    MRK             11.8 0.9049      -37.2 $84.02             10.6 252     +0.0    +6.4    +6.4   -14.6
8    NKE             11.6 0.8069      -18.4 $74.62             10.4 1008    -0.0    +3.7    +3.7    -1.0
9    DHR             10.9 0.8385      -33.7 $205.51             9.9 252     +0.0    +4.3    +4.3   -10.7

📊 DISPLAYING 9 OVERVALUED STOCK WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: HOOD (Overvalued by 45.2%, Window = 504 days) | Price: $94.54 | Date: 2025-07-10 | Daily: -0.0% | MTD: -0.5% | QTD: -0.5% | YTD: +145.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $94.54 ($44.50,-53% - $95.32,+1%)
   +30d (1m): $74.01,-21.7% ($50.56,-47% - $108.36,+15%)
   +60d (2m): $84.11,-11.0% ($57.43,-39% - $123.17,+30%)
   +90d (3m): $95.58,+1.1% ($65.25,-31% - $140.02,+48%)
   +180d (6m): $140.27,+48.4% ($95.63,+1% - $205.73,+118%)
   +365d (1y): $308.59,+226.4% ($209.68,+122% - $454.16,+380%)
   +EOY (173d): $136.14,+44.0% ($92.83,-2% - $199.67,+111%)
   End-of-year outlook: 📈 Bullish Trend (+44.0%)
   Confidence: 91.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈89%)
   📅 Days until EOY 2025: 173 days | EOY Target: $136.14 (+44.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: ORCL (Overvalued by 24.0%, Window = 750 days) | Price: $235.00 | Date: 2025-07-11 | Daily: +0.0% | MTD: +7.2% | QTD: +7.2% | YTD: +40.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $235.00 ($153.53,-35% - $233.79,-1%)
   +30d (1m): $197.14,-16.1% ($159.74,-32% - $243.29,+4%)
   +60d (2m): $205.13,-12.7% ($166.20,-29% - $253.17,+8%)
   +90d (3m): $213.45,-9.2% ($172.93,-26% - $263.46,+12%)
   +180d (6m): $240.48,+2.3% ($194.77,-17% - $296.91,+26%)
   +365d (1y): $307.27,+30.8% ($248.70,+6% - $379.64,+62%)
   +EOY (173d): $238.26,+1.4% ($192.98,-18% - $294.16,+25%)
   End-of-year outlook: ➡️ Sideways Trend (+1.4%)
   Confidence: 87.8% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 173 days | EOY Target: $238.26 (+1.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ORCL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 56.31%
Rounded target for matching: 56%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       66.7%      6.97%      6.33%      8.90%       -3.01%       15.67%     -5.81%     19.72%
 14 days        6       83.3%     24.17%     19.53%     16.09%        2.65%       36.41%     -9.30%     38.20%
 30 days        6      100.0%     34.38%     30.87%     13.61%       16.59%       45.15%     11.61%     48.63%
 90 days        6      100.0%     50.20%     73.62%     41.44%       30.13%      117.11%     37.46%    133.42%
180 days        6      100.0%     51.84%     69.30%     54.75%       11.84%      126.75%     12.50%    141.86%
365 days        6       66.7%    146.95%    165.65%    185.51%      -29.03%      360.33%    -35.97%    528.93%


========================================================================================================================
ORCL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 45.56%
Rounded target for matching: 46%
Similar historical periods found: 35
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       57.1%      1.23%      2.16%      6.10%        0.07%        4.26%    -13.37%     16.67%
 14 days       35       62.9%      3.06%      2.83%      8.70%       -0.16%        5.82%    -16.09%     20.21%
 30 days       35       74.3%      4.44%      7.20%     15.53%        1.87%       12.54%    -31.65%     44.44%
 90 days       35       74.3%     28.37%     24.98%     33.69%       13.40%       36.55%    -50.31%    108.21%
180 days       35       88.6%     22.14%     43.64%     55.15%       24.70%       62.59%    -49.37%    228.41%
365 days       35       74.3%     66.99%     82.47%    121.92%       40.59%      124.35%    -64.46%    576.68%


========================================================================================================================

Chart 3: PFE (Overvalued by 17.9%, Window = 750 days) | Price: $25.78 | Date: 2025-07-11 | Daily: -0.0% | MTD: +6.2% | QTD: +6.2% | YTD: -0.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $25.78 ($18.45,-28% - $25.94,+1%)
   +30d (1m): $21.33,-17.2% ($17.99,-30% - $25.30,-2%)
   +60d (2m): $20.81,-19.3% ($17.55,-32% - $24.68,-4%)
   +90d (3m): $20.30,-21.3% ($17.12,-34% - $24.07,-7%)
   +180d (6m): $18.83,-26.9% ($15.88,-38% - $22.34,-13%)
   +365d (1y): $16.15,-37.4% ($13.61,-47% - $19.17,-26%)
   +EOY (173d): $18.94,-26.5% ($15.97,-38% - $22.47,-13%)
   End-of-year outlook: 📉 Bearish Trend (-26.5%)
   Confidence: 81.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 173 days | EOY Target: $18.94 (-26.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PFE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 15.71%
Rounded target for matching: 16%
Similar historical periods found: 142
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      142       62.0%      0.77%      0.92%      4.04%        0.25%        1.59%     -7.90%     21.20%
 14 days      142       57.0%      0.87%      0.78%      5.18%       -0.08%        1.64%    -16.36%     15.92%
 30 days      142       54.9%      0.96%      1.00%      7.31%       -0.21%        2.21%    -18.64%     27.09%
 90 days      142       64.1%      6.23%      5.26%     15.64%        2.67%        7.86%    -37.80%     52.02%
180 days      142       69.7%     12.53%     13.42%     24.80%        9.31%       17.54%    -39.24%     77.80%
365 days      142       73.9%     16.79%     28.65%     44.59%       21.25%       36.05%    -39.95%    158.12%


========================================================================================================================
PFE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.08%
Rounded target for matching: 0%
Similar historical periods found: 358
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      358       51.4%      0.14%     -0.23%      4.16%       -0.67%        0.20%    -17.65%     13.98%
 14 days      358       53.6%      0.45%      0.47%      4.85%       -0.03%        0.98%    -14.50%     15.63%
 30 days      358       53.6%      0.78%      0.61%      7.46%       -0.16%        1.39%    -23.05%     32.26%
 90 days      356       52.5%      1.84%      2.96%     13.71%        1.53%        4.39%    -39.10%     50.00%
180 days      355       61.7%      5.31%      5.34%     18.93%        3.36%        7.31%    -44.72%     73.99%
365 days      348       61.5%      8.42%     10.26%     29.39%        7.16%       13.36%    -41.33%    125.33%


========================================================================================================================

Chart 4: TMO (Overvalued by 14.0%, Window = 126 days) | Price: $430.73 | Date: 2025-07-11 | Daily: -0.0% | MTD: +6.0% | QTD: +6.0% | YTD: -16.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: $430.73 ($340.31,-21% - $419.72,-3%)
   +30d (1m): $340.83,-20.9% ($306.47,-29% - $379.05,-12%)
   +60d (2m): $307.36,-28.6% ($275.84,-36% - $342.49,-20%)
   +90d (3m): $277.19,-35.6% ($248.16,-42% - $309.61,-28%)
   +180d (6m): $203.29,-52.8% ($180.22,-58% - $229.32,-47%)
   +365d (1y): $107.48,-75.0% ($92.53,-79% - $124.85,-71%)
   +EOY (173d): $208.25,-51.7% ($184.79,-57% - $234.70,-46%)
   End-of-year outlook: 📉 Bearish Trend (-51.7%)
   Confidence: 85.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-18%)
   📅 Days until EOY 2025: 173 days | EOY Target: $208.25 (-51.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.96%
Rounded target for matching: 7%
Similar historical periods found: 482
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      482       53.7%      0.40%      0.36%      4.02%       -0.00%        0.72%    -14.92%     17.43%
 14 days      482       54.1%      0.55%      0.86%      5.56%        0.36%        1.36%    -17.86%     23.85%
 30 days      482       64.7%      2.44%      2.36%      8.61%        1.59%        3.13%    -33.33%     32.45%
 90 days      482       70.1%      7.38%      7.35%     16.42%        5.88%        8.82%    -52.99%     54.02%
180 days      482       70.3%     13.95%     12.62%     25.03%       10.38%       14.86%    -64.20%     89.74%
365 days      473       79.3%     26.38%     26.42%     36.62%       23.11%       29.73%    -67.37%    154.22%


========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.59%
Rounded target for matching: -18%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       52.1%      0.19%     -0.36%      8.08%       -2.27%        1.56%    -38.06%     30.88%
 14 days       71       43.7%     -1.73%     -0.57%      8.93%       -2.68%        1.54%    -27.74%     25.26%
 30 days       71       47.9%     -0.35%     -0.01%     13.04%       -3.09%        3.08%    -33.90%     41.18%
 90 days       67       82.1%     13.17%     11.69%     16.66%        7.63%       15.76%    -31.25%     43.06%
180 days       67       68.7%     13.71%     14.05%     24.16%        8.16%       19.94%    -50.27%     65.81%
365 days       67       77.6%     36.84%     34.28%     38.07%       25.00%       43.57%    -53.36%    112.93%


========================================================================================================================

Chart 5: CRWD (Overvalued by 12.1%, Window = 750 days) | Price: $513.51 | Date: 2025-07-10 | Daily: -0.0% | MTD: +0.8% | QTD: +0.8% | YTD: +48.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $513.51 ($300.52,-41% - $698.08,+36%)
   +30d (1m): $484.08,-5.7% ($317.57,-38% - $737.90,+44%)
   +60d (2m): $511.62,-0.4% ($335.59,-35% - $780.00,+52%)
   +90d (3m): $540.73,+5.3% ($354.63,-31% - $824.51,+61%)
   +180d (6m): $638.38,+24.3% ($418.44,-19% - $973.93,+90%)
   +365d (1y): $898.01,+74.9% ($587.78,+14% - $1.4K,+167%)
   +EOY (173d): $630.19,+22.7% ($413.09,-20% - $961.39,+87%)
   End-of-year outlook: 📈 Bullish Trend (+22.7%)
   Confidence: 77.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈32%)
   📅 Days until EOY 2025: 173 days | EOY Target: $630.19 (+22.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRWD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 19.80%
Rounded target for matching: 20%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       72.2%      3.22%      3.85%      7.93%       -0.10%        7.79%    -12.24%     26.40%
 14 days       18       83.3%      5.11%      5.76%      6.22%        2.66%        8.85%     -5.72%     19.39%
 30 days       18       66.7%      8.11%      5.22%     15.19%       -2.34%       12.77%    -31.08%     27.37%
 90 days       16       81.2%     23.25%     24.68%     29.39%        9.02%       40.34%    -30.86%     75.67%
180 days       15       86.7%     69.94%     62.43%     48.08%       35.81%       89.06%    -43.13%    122.97%
365 days       14       78.6%     86.31%     66.49%     57.21%       33.45%       99.52%    -51.64%    140.83%


========================================================================================================================
CRWD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.78%
Rounded target for matching: 32%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       66.7%      3.86%      4.19%      8.15%       -0.99%        9.36%     -7.41%     20.96%
 14 days       12       50.0%     -0.30%      4.60%     12.14%       -3.11%       12.31%    -10.06%     24.79%
 30 days       12       83.3%      8.92%     10.86%     13.31%        2.41%       19.32%    -11.74%     44.36%
 90 days       12       83.3%     25.71%     30.84%     36.43%        7.69%       53.98%    -34.53%     80.05%
180 days       11       72.7%     87.26%     60.19%     73.32%       10.93%      109.45%    -48.57%    191.56%
365 days       11       63.6%     63.48%     70.90%    101.18%        2.92%      138.87%    -61.95%    241.08%


========================================================================================================================

Chart 6: EMR (Overvalued by 12.0%, Window = 750 days) | Price: $139.80 | Date: 2025-07-10 | Daily: -0.0% | MTD: +5.2% | QTD: +5.2% | YTD: +12.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $139.80 ($107.46,-23% - $145.09,+4%)
   +30d (1m): $127.38,-8.9% ($109.62,-22% - $148.02,+6%)
   +60d (2m): $129.95,-7.0% ($111.82,-20% - $151.01,+8%)
   +90d (3m): $132.57,-5.2% ($114.07,-18% - $154.06,+10%)
   +180d (6m): $140.74,+0.7% ($121.08,-13% - $163.60,+17%)
   +365d (1y): $159.16,+13.9% ($136.86,-2% - $185.10,+32%)
   +EOY (173d): $140.09,+0.2% ($120.52,-14% - $162.84,+16%)
   End-of-year outlook: ➡️ Sideways Trend (+0.2%)
   Confidence: 78.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 173 days | EOY Target: $140.09 (+0.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EMR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 24.95%
Rounded target for matching: 25%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       57.1%      0.66%     -0.22%      4.31%       -2.19%        1.74%    -11.44%      7.76%
 14 days       21       57.1%      0.37%      0.76%      4.17%       -1.13%        2.66%    -10.34%      8.78%
 30 days       21       57.1%      0.76%     -0.01%      7.03%       -3.21%        3.19%    -17.11%     10.20%
 90 days       21       57.1%     12.66%      3.78%     15.74%       -3.39%       10.94%    -25.13%     23.42%
180 days       20       70.0%     18.09%     12.24%     23.21%        1.38%       23.11%    -30.08%     48.35%
365 days       20       75.0%     14.56%     18.02%     25.07%        6.28%       29.75%    -24.15%     71.19%


========================================================================================================================
EMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.46%
Rounded target for matching: 15%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       42.6%     -0.54%     -0.52%      3.67%       -0.94%       -0.11%    -24.83%     11.29%
 14 days      298       46.3%     -0.38%     -0.55%      5.31%       -1.15%        0.06%    -29.51%     15.48%
 30 days      298       45.3%     -0.41%     -0.70%      7.49%       -1.55%        0.16%    -33.30%     18.03%
 90 days      298       51.7%      0.48%      1.35%     11.08%        0.08%        2.61%    -39.38%     30.84%
180 days      294       65.0%      4.17%      4.38%     15.55%        2.59%        6.16%    -46.60%     54.00%
365 days      290       70.0%     14.17%     12.54%     21.41%       10.06%       15.01%    -48.07%     78.18%


========================================================================================================================

Chart 7: MRK (Overvalued by 11.8%, Window = 252 days) | Price: $84.02 | Date: 2025-07-11 | Daily: +0.0% | MTD: +6.4% | QTD: +6.4% | YTD: -14.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $84.02 ($68.92,-18% - $81.93,-2%)
   +30d (1m): $71.09,-15.4% ($65.18,-22% - $77.54,-8%)
   +60d (2m): $67.26,-19.9% ($61.65,-27% - $73.38,-13%)
   +90d (3m): $63.63,-24.3% ($58.30,-31% - $69.45,-17%)
   +180d (6m): $53.89,-35.9% ($49.30,-41% - $58.90,-30%)
   +365d (1y): $38.29,-54.4% ($34.87,-58% - $42.03,-50%)
   +EOY (173d): $54.59,-35.0% ($49.95,-41% - $59.66,-29%)
   End-of-year outlook: 📉 Bearish Trend (-35.0%)
   Confidence: 90.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 173 days | EOY Target: $54.59 (-35.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 11.70%
Rounded target for matching: 12%
Similar historical periods found: 375
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      375       53.3%      0.40%      0.46%      3.46%        0.11%        0.81%    -11.87%     11.17%
 14 days      375       56.5%      0.85%      0.76%      5.07%        0.25%        1.28%    -23.72%     14.31%
 30 days      375       59.2%      1.49%      1.45%      7.11%        0.73%        2.17%    -23.85%     18.88%
 90 days      375       65.9%      6.24%      4.81%     13.81%        3.41%        6.21%    -35.33%     48.78%
180 days      375       74.7%     14.71%     14.45%     22.25%       12.19%       16.71%    -44.89%     90.29%
365 days      375       79.7%     28.16%     27.73%     34.83%       24.19%       31.26%    -55.23%    155.40%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.11%
Rounded target for matching: -8%
Similar historical periods found: 245
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      245       50.6%      0.05%      0.01%      4.21%       -0.52%        0.54%    -15.26%     10.56%
 14 days      245       53.1%      0.49%      0.24%      5.53%       -0.45%        0.94%    -20.54%     13.38%
 30 days      245       51.0%      0.44%      0.32%      7.97%       -0.69%        1.32%    -21.37%     24.12%
 90 days      241       66.4%      5.66%      4.69%     13.80%        2.94%        6.44%    -25.72%     35.80%
180 days      238       64.3%      9.47%      8.19%     21.27%        5.47%       10.90%    -34.82%     57.98%
365 days      229       72.9%     26.32%     24.95%     35.02%       20.39%       29.51%    -39.70%    128.50%


========================================================================================================================

Chart 8: NKE (Overvalued by 11.6%, Window = 1008 days) | Price: $74.62 | Date: 2025-07-11 | Daily: -0.0% | MTD: +3.7% | QTD: +3.7% | YTD: -1.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $74.62 ($53.31,-29% - $83.84,+12%)
   +30d (1m): $65.25,-12.6% ($52.03,-30% - $81.83,+10%)
   +60d (2m): $63.69,-14.7% ($50.78,-32% - $79.88,+7%)
   +90d (3m): $62.16,-16.7% ($49.56,-34% - $77.96,+4%)
   +180d (6m): $57.80,-22.5% ($46.07,-38% - $72.50,-3%)
   +365d (1y): $49.76,-33.3% ($39.66,-47% - $62.45,-16%)
   +EOY (173d): $58.12,-22.1% ($46.34,-38% - $72.91,-2%)
   End-of-year outlook: 📉 Bearish Trend (-22.1%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 173 days | EOY Target: $58.12 (-22.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 28.84%
Rounded target for matching: 29%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       55.1%      1.26%      1.37%      3.83%        0.27%        2.47%     -7.46%     10.37%
 14 days       49       61.2%      1.57%      2.17%      6.59%        0.28%        4.06%    -14.45%     17.29%
 30 days       49       69.4%      4.65%      4.37%     10.84%        1.25%        7.48%    -33.81%     30.14%
 90 days       49       69.4%     10.04%      8.71%     16.42%        3.99%       13.42%    -25.00%     49.08%
180 days       49       75.5%     19.56%     20.50%     27.20%       12.69%       28.32%    -25.36%     80.05%
365 days       49       63.3%     35.71%     31.06%     47.13%       17.52%       44.60%    -48.76%    123.78%


========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.20%
Rounded target for matching: -4%
Similar historical periods found: 199
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      199       51.3%      0.10%      0.07%      5.65%       -0.72%        0.86%    -18.40%     17.09%
 14 days      199       54.8%      0.72%      0.67%      7.89%       -0.43%        1.77%    -30.94%     23.18%
 30 days      199       51.8%      0.52%      0.54%     12.16%       -1.16%        2.24%    -39.74%     29.59%
 90 days      195       63.1%      8.89%      6.76%     19.34%        4.03%        9.49%    -51.07%     53.92%
180 days      190       66.3%      9.88%     10.05%     27.17%        6.17%       13.94%    -39.89%    114.07%
365 days      187       72.2%     30.89%     29.06%     45.43%       22.50%       35.61%    -63.92%    152.53%


========================================================================================================================

Chart 9: DHR (Overvalued by 10.9%, Window = 252 days) | Price: $205.51 | Date: 2025-07-11 | Daily: +0.0% | MTD: +4.3% | QTD: +4.3% | YTD: -10.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $205.51 ($167.07,-19% - $205.41,-0%)
   +30d (1m): $176.41,-14.2% ($159.05,-23% - $195.67,-5%)
   +60d (2m): $168.00,-18.3% ($151.41,-26% - $186.41,-9%)
   +90d (3m): $159.98,-22.2% ($144.12,-30% - $177.59,-14%)
   +180d (6m): $138.16,-32.8% ($124.24,-40% - $153.64,-25%)
   +365d (1y): $102.20,-50.3% ($91.42,-56% - $114.26,-44%)
   +EOY (173d): $139.75,-32.0% ($125.69,-39% - $155.38,-24%)
   End-of-year outlook: 📉 Bearish Trend (-32.0%)
   Confidence: 83.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 173 days | EOY Target: $139.75 (-32.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.49%
Rounded target for matching: 8%
Similar historical periods found: 430
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      430       56.3%      0.44%      0.63%      4.46%        0.21%        1.05%    -10.71%     23.14%
 14 days      430       57.2%      0.86%      1.25%      5.91%        0.69%        1.81%    -20.38%     23.08%
 30 days      430       64.2%      2.46%      2.84%      9.28%        1.96%        3.72%    -31.71%     66.52%
 90 days      430       72.3%      7.27%      8.23%     18.06%        6.52%        9.94%    -37.50%    113.54%
180 days      430       78.4%     10.81%     14.45%     24.46%       12.13%       16.76%    -40.00%    142.00%
365 days      424       90.1%     35.28%     35.99%     34.24%       32.72%       39.26%    -54.76%    235.38%


========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.22%
Rounded target for matching: 0%
Similar historical periods found: 333
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      333       57.4%      1.05%      0.99%      5.10%        0.44%        1.54%    -14.39%     26.32%
 14 days      333       60.7%      1.58%      1.81%      7.20%        1.03%        2.59%    -25.00%     36.84%
 30 days      333       69.1%      3.36%      4.47%     11.88%        3.19%        5.75%    -29.42%     61.90%
 90 days      333       75.4%     12.24%     12.57%     21.67%       10.23%       14.90%    -40.00%     86.32%
180 days      331       84.9%     19.54%     20.16%     23.92%       17.57%       22.74%    -45.45%     90.65%
365 days      330       79.1%     30.05%     40.52%     55.85%       34.47%       46.57%    -51.28%    279.37%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 82
Average R-squared: 0.8134
Best R-squared: 0.971884
Average annual growth: 37.9%

Valuation breakdown:
  🟡 FAIR_VALUE: 48 (58.5%) - Hold/Monitor
  🟢 UNDERVALUED: 13 (15.9%) - Buy Opportunities
  🔴 OVERVALUED: 9 (11.0%) - Sell Warnings

Optimal window distribution:
  126 days (~6m): 3 instruments (3.7%)
  189 days (~9m): 2 instruments (2.4%)
  252 days (~12m): 7 instruments (8.5%)
  378 days (~18m): 7 instruments (8.5%)
  504 days (~24m): 15 instruments (18.3%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 9
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 5 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    HYPE-USD         37.9%  0.833149    -97.2%     56.1  $0.000005      
2    GT-USD           28.9%  0.888428    165.8%     52.9  $16.31         
3    FTN-USD          13.4%  0.987496    132.9%     47.5  $4.46          
4    SAROS-USD        16.9%  0.914175  53216.3%     46.7  $0.240215      
5    LEO-USD          13.5%  0.886444     73.5%     43.6  $9.02          

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             36.1%  0.875792     85.0%     56.7  $8.1K          
2    KC=F             28.6%  0.906407     67.5%     53.4  $287.05        

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         38.1%  0.838967     33.4%     56.4  2.2K           

🟢 TOP 10 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    FICO             36.3%  0.935784     76.4%     59.2  $1.6K          
2    LLY              24.4%  0.922831     49.8%     51.5  $790.65        
3    NVDA             22.7%  0.916156    147.9%     50.3  $164.10        
4    TMUS             14.9%  0.928342     45.4%     46.1  $228.15        
5    META             15.0%  0.898394     86.9%     44.9  $727.24        
6    ISRG             13.2%  0.919827     43.0%     44.7  $526.05        
7    PGR              10.5%  0.947694     36.2%     44.2  $250.41        
8    NOW              13.6%  0.893970     43.6%     43.9  $968.09        
9    ANET             12.4%  0.906711     66.1%     43.7  $106.28        
10   COST             10.1%  0.913339     38.4%     42.6  $970.17        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 231
Average trend reliability (R²): 0.7445
Best trend reliability: 0.987496

Asset distribution:
  Crypto: 90 instruments (39.0%) - Avg Growth: 5581.1%
  Stock: 82 instruments (35.5%) - Avg Growth: 37.9%
  Futures: 29 instruments (12.6%) - Avg Growth: 9.5%
  Indices: 22 instruments (9.5%) - Avg Growth: 18.4%
  Currency: 8 instruments (3.5%) - Avg Growth: 4.9%

Overall valuation summary:
  🟡 Fair Value: 91 (39.4%) - Hold/Monitor
  🔴 Overvalued: 28 (12.1%) - Sell Warnings
  🟢 Undervalued: 28 (12.1%) - Buy Opportunities

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 231 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================
Analyzing symbols: BTC-USD, ^GSPC, ^IXIC, DX-Y.NYB, ZN=F, GC=F
Filtered data: 68484 rows

=== EXAMPLE 1: YTD Analysis - Y1 (Post-Election Years) Only ===

Processing BTC-USD...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 192 trading days
    Historical data available: 3759 days
  Average projection calculated from 3 periods
Found 3 correlated periods for BTC-USD
  1. 2022-09-14 (r = 0.867) Y2
  2. 2016-06-14 (r = 0.822) Y4
  3. 2023-06-25 (r = 0.822) Y3
No description has been provided for this image
Processing DX-Y.NYB...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 132 trading days
    Historical data available: 13715 days
  Average projection calculated from 3 periods
Found 3 correlated periods for DX-Y.NYB
  1. 1977-09-01 (r = 0.968) Y1
  2. 1971-06-09 (r = 0.967) Y3
  3. 1971-10-05 (r = 0.966) Y3
No description has been provided for this image
Processing GC=F...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 132 trading days
    Historical data available: 6106 days
  Average projection calculated from 3 periods
Found 3 correlated periods for GC=F
  1. 2019-04-26 (r = 0.944) Y3
  2. 2010-07-07 (r = 0.937) Y2
  3. 2007-09-27 (r = 0.935) Y3
No description has been provided for this image
Processing ZN=F...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 132 trading days
    Historical data available: 6096 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ZN=F
  1. 2020-01-09 (r = 0.837) Y4
  2. 2011-06-13 (r = 0.835) Y3
  3. 2012-03-15 (r = 0.826) Y4
No description has been provided for this image
Processing ^GSPC...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 130 trading days
    Historical data available: 24367 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ^GSPC
  1. 2008-11-25 (r = 0.879) Y4
  2. 1967-11-30 (r = 0.876) Y3
  3. 2005-01-14 (r = 0.852) Y1
No description has been provided for this image
Processing ^IXIC...
    Using YTD analysis: 2025-01-01 to 2025-07-11
    Period length: 130 trading days
    Historical data available: 13593 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ^IXIC
  1. 2005-01-13 (r = 0.913) Y1
  2. 1980-01-14 (r = 0.887) Y4
  3. 1997-01-02 (r = 0.867) Y1
No description has been provided for this image
=== EXAMPLE 3: Rolling 365-Day Analysis - Y1 & Y3 Only ===

Processing BTC-USD...
    Using rolling 365-day analysis: 2024-07-12 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 3586 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 185, after filter: 0
No description has been provided for this image
Processing DX-Y.NYB...
    Using rolling 365-day analysis: 2024-01-30 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 13482 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 39, after filter: 23
Found 1 correlated periods for DX-Y.NYB
  1. 2001-03-12 (r = 0.842) Y1
No description has been provided for this image
Processing GC=F...
    Using rolling 365-day analysis: 2024-01-30 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 5873 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 1823, after filter: 592
Found 1 correlated periods for GC=F
  1. 2009-08-14 (r = 0.960) Y1
No description has been provided for this image
Processing ZN=F...
    Using rolling 365-day analysis: 2024-01-30 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 5863 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 0, after filter: 0
No description has been provided for this image
Processing ^GSPC...
    Using rolling 365-day analysis: 2024-01-26 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 24132 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 1594, after filter: 318
Found 1 correlated periods for ^GSPC
  1. 1997-07-01 (r = 0.898) Y1
No description has been provided for this image
Processing ^IXIC...
    Using rolling 365-day analysis: 2024-01-26 to 2025-07-11
    Period length: 365 trading days
    Historical data available: 13358 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 217, after filter: 95
Found 1 correlated periods for ^IXIC
  1. 1977-09-23 (r = 0.838) Y1
No description has been provided for this image
Analysis completed for all examples!